bibtex.bib

@inproceedings{0001M21,
 author = {Bing Liu and Sahisnu Mazumder},
 booktitle = {Proceedings of AAAI},
 pages = {15058--15063},
 title = {Lifelong and Continual Learning Dialogue Systems: Learning during Conversation},
 url = {https://ojs.aaai.org/index.php/AAAI/article/view/17768},
 year = {2021}
}

@inproceedings{0001TKDKK21,
 author = {Jiaoyang Li and
Andrew Tinka and
Scott Kiesel and
Joseph W. Durham and
T. K. Satish Kumar and
Sven Koenig},
 booktitle = {Proceedings of AAAI},
 pages = {11272--11281},
 title = {Lifelong Multi-Agent Path Finding in Large-Scale Warehouses},
 url = {https://ojs.aaai.org/index.php/AAAI/article/view/17344},
 year = {2021}
}

@inproceedings{0002C21,
 author = {Fan Zhou and
Chengtai Cao},
 booktitle = {Proceedings of AAAI},
 pages = {4714--4722},
 title = {Overcoming Catastrophic Forgetting in Graph Neural Networks with Experience
Replay},
 url = {https://ojs.aaai.org/index.php/AAAI/article/view/16602},
 year = {2021}
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@inproceedings{0004TLHWCJ020,
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Bartlomiej Twardowski and
Xialei Liu and
Luis Herranz and
Kai Wang and
Yongmei Cheng and
Shangling Jui and
Joost van de Weijer},
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 title = {Semantic Drift Compensation for Class-Incremental Learning},
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 year = {2020}
}

@inproceedings{00070WY021,
 author = {Yi He and
Sheng Chen and
Baijun Wu and
Xu Yuan and
Xindong Wu},
 booktitle = {Proceedings of WWW},
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 title = {Unsupervised Lifelong Learning with Curricula},
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 year = {2021}
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@inproceedings{0007YC021,
 author = {Yi He and
Xu Yuan and
Sheng Chen and
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 booktitle = {Proceedings of AAAI},
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 title = {Online Learning in Variable Feature Spaces under Incomplete Supervision},
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 year = {2021}
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@inproceedings{0012PSJLT20,
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Sarah Parisot and
Gregory G. Slabaugh and
Xu Jia and
Ales Leonardis and
Tinne Tuytelaars},
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 title = {More Classifiers, Less Forgetting: {A} Generic Multi-classifier Paradigm
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 title = {Consistent Representation Learning for Continual Relation Extraction},
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@article{2203.04573,
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 journal = {CoRR},
 title = {Reinforced Meta Active Learning},
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 title = {ELLE: Efficient Lifelong Pre-training for Emerging Data},
 url = {https://arxiv.org/abs/2203.06311},
 year = {2022}
}

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 journal = {CoRR},
 title = {Hierarchical Inductive Transfer for Continual Dialogue Learning},
 url = {https://arxiv.org/abs/2203.10484},
 year = {2022}
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 author = {Lee, Hung-yi and Li, Shang-Wen and Vu, Ngoc Thang},
 journal = {CoRR},
 title = {Meta Learning for Natural Language Processing: A Survey},
 url = {https://arxiv.org/abs/2205.01500},
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 journal = {CoRR},
 title = {ProQA: Structural Prompt-based Pre-training for Unified Question Answering},
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 year = {2022}
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@inbook{3340531.3412047,
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 title = {Continual Domain Adaptation for Machine Reading Comprehension},
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@inproceedings{3404835.3462884,
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 booktitle = {Proceedings of SIGIR},
 pages = {696–705},
 title = {One Person, One Model, One World: Learning Continual User Representation without Forgetting},
 url = {https://doi.org/10.1145/3404835.3462884},
 year = {2021}
}

@inproceedings{3404835.3462902,
 author = {Geng, Binzong and Yang, Min and Yuan, Fajie and Wang, Shupeng and Ao, Xiang and Xu, Ruifeng},
 booktitle = {Proceedings of SIGIR},
 pages = {1229–1238},
 title = {Iterative Network Pruning with Uncertainty Regularization for Lifelong Sentiment Classification},
 url = {https://doi.org/10.1145/3404835.3462902},
 year = {2021}
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@inproceedings{3404835.3462937,
 author = {Zhuang, Shengyao and Zuccon, Guido},
 booktitle = {Proceedings of SIGIR},
 pages = {911–920},
 title = {How Do Online Learning to Rank Methods Adapt to Changes of Intent?},
 url = {https://doi.org/10.1145/3404835.3462937},
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@inproceedings{3404835.3462995,
 author = {Xia, Congying and Xiong, Caiming and Yu, Philip},
 booktitle = {Proceedings of SIGIR},
 pages = {2005–2009},
 title = {Pseudo Siamese Network for Few-Shot Intent Generation},
 url = {https://doi.org/10.1145/3404835.3462995},
 year = {2021}
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@inproceedings{3404835.3463054,
 author = {Lai, Viet Dac and Nguyen, Minh Van and Nguyen, Thien Huu and Dernoncourt, Franck},
 booktitle = {Proceedings of SIGIR},
 pages = {2172–2176},
 title = {Graph Learning Regularization and Transfer Learning for Few-Shot Event Detection},
 url = {https://doi.org/10.1145/3404835.3463054},
 year = {2021}
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@inproceedings{3404835.3463096,
 author = {Wang, Yigong and Wang, Zhuoyi and Lin, Yu and Khan, Latifur and Li, Dingcheng},
 booktitle = {Proceedings of SIGIR},
 pages = {2121–2125},
 title = {CIFDM: Continual and Interactive Feature Distillation for Multi-Label Stream Learning},
 url = {https://doi.org/10.1145/3404835.3463096},
 year = {2021}
}

@inproceedings{3447548.3467162,
 author = {Amba Hombaiah, Spurthi and Chen, Tao and Zhang, Mingyang and Bendersky, Michael and Najork, Marc},
 booktitle = {Proceedings of SIGKDD},
 pages = {2514–2524},
 title = {Dynamic Language Models for Continuously Evolving Content},
 url = {https://doi.org/10.1145/3447548.3467162},
 year = {2021}
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@inproceedings{3447548.3467172,
 author = {Ramanath, Rohan and Salomatin, Konstantin and Gee, Jeffrey D. and Talanine, Kirill and Dalal, Onkar and Polatkan, Gungor and Smoot, Sara and Kumar, Deepak},
 booktitle = {Proceedings of SIGKDD},
 pages = {3492–3502},
 title = {Lambda Learner: Fast Incremental Learning on Data Streams},
 url = {https://doi.org/10.1145/3447548.3467172},
 year = {2021}
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@inproceedings{3447548.3467235,
 author = {Wang, Yaqing and Mukherjee, Subhabrata and Chu, Haoda and Tu, Yuancheng and Wu, Ming and Gao, Jing and Awadallah, Ahmed Hassan},
 booktitle = {Proceedings of KDD},
 pages = {1737–1747},
 title = {Meta Self-Training for Few-Shot Neural Sequence Labeling},
 url = {https://doi.org/10.1145/3447548.3467235},
 year = {2021}
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@inproceedings{3447548.3467438,
 author = {Zhang, Jiawen and Zhu, Jiaqi and Yang, Yi and Shi, Wandong and Zhang, Congcong and Wang, Hongan},
 booktitle = {Proceedings of KDD},
 pages = {2183–2191},
 title = {Knowledge-Enhanced Domain Adaptation in Few-Shot Relation Classification},
 url = {https://doi.org/10.1145/3447548.3467438},
 year = {2021}
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@inproceedings{3534678.3539169,
 author = {Kar, Sudipta and Castellucci, Giuseppe and Filice, Simone and Malmasi, Shervin and Rokhlenko, Oleg},
 booktitle = {Proceedings of SIGKDD},
 pages = {3137–3145},
 title = {Preventing Catastrophic Forgetting in Continual Learning of New Natural Language Tasks},
 url = {https://doi.org/10.1145/3534678.3539169},
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@inproceedings{3534678.3539297,
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 booktitle = {Proceedings of SIGKDD},
 pages = {1504–1513},
 title = {Semi-Supervised Drifted Stream Learning with Short Lookback},
 url = {https://doi.org/10.1145/3534678.3539297},
 year = {2022}
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@inproceedings{3534678.3539336,
 author = {Wang, Junshan and Zhu, Wenhao and Song, Guojie and Wang, Liang},
 booktitle = {Proceedings of SIGKDD},
 pages = {1878–1888},
 title = {Streaming Graph Neural Networks with Generative Replay},
 url = {https://doi.org/10.1145/3534678.3539336},
 year = {2022}
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@inproceedings{AAAI1714683,
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 booktitle = {Proceedings of AAAI},
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@inproceedings{AAAI1816054,
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 booktitle = {Proceedings of AAAI},
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 title = {Selective Experience Replay for Lifelong Learning},
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@inproceedings{AAAI1816410,
 author = {Ronald Kemker and Marc McClure and Angelina Abitino and Tyler Hayes and Christopher Kanan},
 booktitle = {Proceedings of AAAI},
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@inproceedings{AAAI1816735,
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@inproceedings{AbatiTBCCB20,
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 title = {Conditional Channel Gated Networks for Task-Aware Continual Learning},
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@inproceedings{Abdelsalam_2021_CVPR,
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 title = {IIRC: Incremental Implicitly-Refined Classification},
 url = {https://openaccess.thecvf.com/content/CVPR2021/html/Abdelsalam_IIRC_Incremental_Implicitly-Refined_Classification_CVPR_2021_paper.html},
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@inproceedings{abnar2022exploring,
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@article{abs-1806-04798,
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 title = {Meta-Learning Transferable Active Learning Policies by Deep Reinforcement
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@article{abs-1904-07734,
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 title = {Three scenarios for continual learning},
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@article{abs-1909-11898,
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 title = {Fine-tune Bert for DocRED with Two-step Process},
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 year = {2019}
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@article{abs-2004-02288,
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 volume = {abs/2004.02288},
 year = {2020}
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@article{abs-2007-09335,
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Fei Sha and
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 journal = {CoRR},
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@article{abs-2008-12283,
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@article{abs-2009-01797,
 author = {Martin Mundt and
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Iuliia Pliushch and
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 journal = {CoRR},
 title = {A Wholistic View of Continual Learning with Deep Neural Networks:
Forgotten Lessons and the Bridge to Active and Open World Learning},
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@article{abs-2009-02653,
 author = {Jiang Lu and
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Jieping Ye and
Changshui Zhang},
 journal = {CoRR},
 title = {Learning from Very Few Samples: {A} Survey},
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 year = {2020}
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@article{abs-2009-04891,
 author = {Nithin Holla and
Pushkar Mishra and
Helen Yannakoudakis and
Ekaterina Shutova},
 journal = {CoRR},
 title = {Meta-Learning with Sparse Experience Replay for Lifelong Language
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 url = {https://arxiv.org/abs/2009.04891},
 volume = {abs/2009.04891},
 year = {2020}
}

@article{abs-2010-07865,
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Anna Rumshisky and
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 journal = {CoRR},
 title = {Continual Learning for Neural Semantic Parsing},
 url = {https://arxiv.org/abs/2010.07865},
 volume = {abs/2010.07865},
 year = {2020}
}

@article{abs-2010-16410,
 author = {Xuming Hu and
Fukun Ma and
Chenyao Liu and
Chenwei Zhang and
Lijie Wen and
Philip S. Yu},
 journal = {CoRR},
 title = {Semi-supervised Relation Extraction via Incremental Meta Self-Training},
 url = {https://arxiv.org/abs/2010.16410},
 volume = {abs/2010.16410},
 year = {2020}
}

@article{abs-2012-02353,
 author = {Xin Cong and
Shiyao Cui and
Bowen Yu and
Tingwen Liu and
Yubin Wang and
Bin Wang},
 journal = {CoRR},
 title = {Few-Shot Event Detection with Prototypical Amortized Conditional Random
Field},
 url = {https://arxiv.org/abs/2012.02353},
 volume = {abs/2012.02353},
 year = {2020}
}

@article{abs-2012-11926,
 author = {Timo Schick and
Hinrich Sch{\"{u\textsl{}}}tze},
 journal = {CoRR},
 title = {Few-Shot Text Generation with Pattern-Exploiting Training},
 url = {https://arxiv.org/abs/2012.11926},
 volume = {abs/2012.11926},
 year = {2020}
}

@article{abs-2012-15682,
 author = {Mengjie Zhao and
Yi Zhu and
Ehsan Shareghi and
Roi Reichart and
Anna Korhonen and
Hinrich Sch{\"{u}}tze},
 journal = {CoRR},
 title = {A Closer Look at Few-Shot Crosslingual Transfer: Variance, Benchmarks
and Baselines},
 url = {https://arxiv.org/abs/2012.15682},
 volume = {abs/2012.15682},
 year = {2020}
}

@article{abs-2101-00190,
 author = {Xiang Lisa Li and
Percy Liang},
 journal = {CoRR},
 title = {Prefix-Tuning: Optimizing Continuous Prompts for Generation},
 url = {https://arxiv.org/abs/2101.00190},
 volume = {abs/2101.00190},
 year = {2021}
}

@article{abs-2101-11517,
 author = {Risheng Liu and
Jiaxin Gao and
Jin Zhang and
Deyu Meng and
Zhouchen Lin},
 journal = {CoRR},
 title = {Investigating Bi-Level Optimization for Learning and Vision from a
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 volume = {abs/2101.11517},
 year = {2021}
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@article{abs-2102-01335,
 author = {Kenton Lee and
Kelvin Guu and
Luheng He and
Tim Dozat and
Hyung Won Chung},
 journal = {CoRR},
 title = {Neural Data Augmentation via Example Extrapolation},
 url = {https://arxiv.org/abs/2102.01335},
 volume = {abs/2102.01335},
 year = {2021}
}

@article{abs-2102-12060,
 author = {Sarah Wiegreffe and
Ana Marasovic},
 journal = {CoRR},
 title = {Teach Me to Explain: {A} Review of Datasets for Explainable {NLP}},
 url = {https://arxiv.org/abs/2102.12060},
 volume = {abs/2102.12060},
 year = {2021}
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@article{abs-2103-09120,
 author = {Leonardo F. R. Ribeiro and
Yue Zhang and
Iryna Gurevych},
 journal = {CoRR},
 title = {Structural Adapters in Pretrained Language Models for AMR-to-text
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 url = {https://arxiv.org/abs/2103.09120},
 volume = {abs/2103.09120},
 year = {2021}
}

@article{abs-2103-10385,
 author = {Xiao Liu and
Yanan Zheng and
Zhengxiao Du and
Ming Ding and
Yujie Qian and
Zhilin Yang and
Jie Tang},
 journal = {CoRR},
 title = {{GPT} Understands, Too},
 url = {https://arxiv.org/abs/2103.10385},
 volume = {abs/2103.10385},
 year = {2021}
}

@article{abs-2103-14512,
 author = {Hamed Hemati and
Damian Borth},
 journal = {CoRR},
 title = {Continual Speaker Adaptation for Text-to-Speech Synthesis},
 url = {https://arxiv.org/abs/2103.14512},
 volume = {abs/2103.14512},
 year = {2021}
}

@article{abs-2104-00743,
 author = {Tanmay Gupta and
Amita Kamath and
Aniruddha Kembhavi and
Derek Hoiem},
 journal = {CoRR},
 title = {Towards General Purpose Vision Systems},
 url = {https://arxiv.org/abs/2104.00743},
 volume = {abs/2104.00743},
 year = {2021}
}

@article{abs-2104-01616,
 author = {Heng{-}Jui Chang and
Hung{-}yi Lee and
Lin{-}Shan Lee},
 journal = {CoRR},
 title = {Towards Lifelong Learning of End-to-end {ASR}},
 url = {https://arxiv.org/abs/2104.01616},
 volume = {abs/2104.01616},
 year = {2021}
}

@article{abs-2104-04670,
 author = {Ruiqi Zhong and
Kristy Lee and
Zheng Zhang and
Dan Klein},
 journal = {CoRR},
 title = {Meta-tuning Language Models to Answer Prompts Better},
 url = {https://arxiv.org/abs/2104.04670},
 volume = {abs/2104.04670},
 year = {2021}
}

@article{abs-2104-05025,
 author = {Lucas Caccia and
Rahaf Aljundi and
Tinne Tuytelaars and
Joelle Pineau and
Eugene Belilovsky},
 journal = {CoRR},
 title = {Reducing Representation Drift in Online Continual Learning},
 url = {https://arxiv.org/abs/2104.05025},
 volume = {abs/2104.05025},
 year = {2021}
}

@article{abs-2104-05837,
 author = {Tara Safavi and
Danai Koutra},
 journal = {CoRR},
 title = {Relational world knowledge representation in contextual language models:
{A} review},
 url = {https://arxiv.org/abs/2104.05837},
 volume = {abs/2104.05837},
 year = {2021}
}

@article{abs-2104-07540,
 author = {Timo Schick and
Hinrich Sch{\"{u}}tze},
 journal = {CoRR},
 title = {Generating Datasets with Pretrained Language Models},
 url = {https://arxiv.org/abs/2104.07540},
 volume = {abs/2104.07540},
 year = {2021}
}

@article{abs-2104-07650,
 author = {Xiang Chen and
Xin Xie and
Ningyu Zhang and
Jiahuan Yan and
Shumin Deng and
Chuanqi Tan and
Fei Huang and
Luo Si and
Huajun Chen},
 journal = {CoRR},
 title = {AdaPrompt: Adaptive Prompt-based Finetuning for Relation Extraction},
 url = {https://arxiv.org/abs/2104.07650},
 volume = {abs/2104.07650},
 year = {2021}
}

@article{abs-2104-08350,
 author = {Rujun Han and
I{-}Hung Hsu and
Jiao Sun and
Julia Baylon and
Qiang Ning and
Dan Roth and
Nanyun Peng},
 journal = {CoRR},
 title = {{ESTER:} {A} Machine Reading Comprehension Dataset for Event Semantic
Relation Reasoning},
 url = {https://arxiv.org/abs/2104.08350},
 volume = {abs/2104.08350},
 year = {2021}
}

@article{abs-2104-08691,
 author = {Brian Lester and
Rami Al{-}Rfou and
Noah Constant},
 journal = {CoRR},
 title = {The Power of Scale for Parameter-Efficient Prompt Tuning},
 url = {https://arxiv.org/abs/2104.08691},
 volume = {abs/2104.08691},
 year = {2021}
}

@article{abs-2104-08773,
 author = {Swaroop Mishra and
Daniel Khashabi and
Chitta Baral and
Hannaneh Hajishirzi},
 journal = {CoRR},
 title = {Natural Instructions: Benchmarking Generalization to New Tasks from
Natural Language Instructions},
 url = {https://arxiv.org/abs/2104.08773},
 volume = {abs/2104.08773},
 year = {2021}
}

@article{abs-2104-08786,
 author = {Yao Lu and
Max Bartolo and
Alastair Moore and
Sebastian Riedel and
Pontus Stenetorp},
 journal = {CoRR},
 title = {Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot
Prompt Order Sensitivity},
 url = {https://arxiv.org/abs/2104.08786},
 volume = {abs/2104.08786},
 year = {2021}
}

@article{abs-2104-08812,
 author = {Wenxuan Zhou and
Muhao Chen},
 journal = {CoRR},
 title = {Contrastive Out-of-Distribution Detection for Pretrained Transformers},
 url = {https://arxiv.org/abs/2104.08812},
 volume = {abs/2104.08812},
 year = {2021}
}

@article{abs-2104-08826,
 author = {Kang Min Yoo and
Dongju Park and
Jaewook Kang and
Sang{-}Woo Lee and
Woomyeong Park},
 journal = {CoRR},
 title = {GPT3Mix: Leveraging Large-scale Language Models for Text Augmentation},
 url = {https://arxiv.org/abs/2104.08826},
 volume = {abs/2104.08826},
 year = {2021}
}

@article{abs-2104-14690,
 author = {Sinong Wang and
Han Fang and
Madian Khabsa and
Hanzi Mao and
Hao Ma},
 journal = {CoRR},
 title = {Entailment as Few-Shot Learner},
 url = {https://arxiv.org/abs/2104.14690},
 volume = {abs/2104.14690},
 year = {2021}
}

@article{abs-2105-07464,
 author = {Ning Ding and
Guangwei Xu and
Yulin Chen and
Xiaobin Wang and
Xu Han and
Pengjun Xie and
Hai{-}Tao Zheng and
Zhiyuan Liu},
 journal = {CoRR},
 title = {Few-NERD: {A} Few-Shot Named Entity Recognition Dataset},
 url = {https://arxiv.org/abs/2105.07464},
 volume = {abs/2105.07464},
 year = {2021}
}

@article{abs-2105-08445,
 author = {Kyra Ahrens and
Fares Abawi and
Stefan Wermter},
 journal = {CoRR},
 title = {{DRILL:} Dynamic Representations for Imbalanced Lifelong Learning},
 url = {https://arxiv.org/abs/2105.08445},
 volume = {abs/2105.08445},
 year = {2021}
}

@article{abs-2105-11259,
 author = {Xu Han and
Weilin Zhao and
Ning Ding and
Zhiyuan Liu and
Maosong Sun},
 journal = {CoRR},
 title = {{PTR:} Prompt Tuning with Rules for Text Classification},
 url = {https://arxiv.org/abs/2105.11259},
 volume = {abs/2105.11259},
 year = {2021}
}

@article{abs-2105-13880,
 author = {Yujia Qin and
Yankai Lin and
Jing Yi and
Jiajie Zhang and
Xu Han and
Zhengyan Zhang and
YuSheng Su and
Zhiyuan Liu and
Peng Li and
Maosong Sun and
Jie Zhou},
 journal = {CoRR},
 title = {Knowledge Inheritance for Pre-trained Language Models},
 url = {https://arxiv.org/abs/2105.13880},
 volume = {abs/2105.13880},
 year = {2021}
}

@article{abs-2106-03351,
 author = {Matthias Perkonigg and
Johannes Hofmanninger and
Georg Langs},
 journal = {CoRR},
 title = {Continual Active Learning for Efficient Adaptation of Machine Learning
Models to Changing Image Acquisition},
 url = {https://arxiv.org/abs/2106.03351},
 volume = {abs/2106.03351},
 year = {2021}
}

@article{abs-2106-09685,
 author = {Edward J. Hu and
Yelong Shen and
Phillip Wallis and
Zeyuan Allen{-}Zhu and
Yuanzhi Li and
Shean Wang and
Weizhu Chen},
 journal = {CoRR},
 title = {LoRA: Low-Rank Adaptation of Large Language Models},
 url = {https://arxiv.org/abs/2106.09685},
 volume = {abs/2106.09685},
 year = {2021}
}

@article{abs-2106-09701,
 author = {James Smith and
Yen{-}Chang Hsu and
Jonathan Balloch and
Yilin Shen and
Hongxia Jin and
Zsolt Kira},
 journal = {CoRR},
 title = {Always Be Dreaming: {A} New Approach for Data-Free Class-Incremental
Learning},
 url = {https://arxiv.org/abs/2106.09701},
 volume = {abs/2106.09701},
 year = {2021}
}

@article{abs-2106-10784,
 author = {Miao Zhang and
Steven W. Su and
Shirui Pan and
Xiaojun Chang and
Ehsan Abbasnejad and
Reza Haffari},
 journal = {CoRR},
 title = {iDARTS: Differentiable Architecture Search with Stochastic Implicit
Gradients},
 url = {https://arxiv.org/abs/2106.10784},
 volume = {abs/2106.10784},
 year = {2021}
}

@article{abs-2106-11542,
 author = {Miao Zhang and
Steven W. Su and
Shirui Pan and
Xiaojun Chang and
Wei Huang and
Gholamreza Haffari},
 journal = {CoRR},
 title = {Differentiable Architecture Search Without Training Nor Labels: {A}
Pruning Perspective},
 url = {https://arxiv.org/abs/2106.11542},
 volume = {abs/2106.11542},
 year = {2021}
}

@article{abs-2106-13233,
 author = {Juyang Weng},
 journal = {CoRR},
 title = {Post Selections Using Test Sets {(PSUTS)} and How Developmental Networks
Avoid Them},
 url = {https://arxiv.org/abs/2106.13233},
 volume = {abs/2106.13233},
 year = {2021}
}

@article{abs-2107-03315,
 author = {Devin Guillory and
Vaishaal Shankar and
Sayna Ebrahimi and
Trevor Darrell and
Ludwig Schmidt},
 journal = {CoRR},
 title = {Predicting with Confidence on Unseen Distributions},
 url = {https://arxiv.org/abs/2107.03315},
 volume = {abs/2107.03315},
 year = {2021}
}

@article{abs-2107-04520,
 author = {Ruihan Wu and
Chuan Guo and
Yi Su and
Kilian Q. Weinberger},
 journal = {CoRR},
 title = {Online Adaptation to Label Distribution Shift},
 url = {https://arxiv.org/abs/2107.04520},
 volume = {abs/2107.04520},
 year = {2021}
}

@article{abs-2108-00082,
 author = {Ravi Teja Gadde and
Ivan Bulyko},
 journal = {CoRR},
 title = {Towards Continual Entity Learning in Language Models for Conversational
Agents},
 url = {https://arxiv.org/abs/2108.00082},
 volume = {abs/2108.00082},
 year = {2021}
}

@article{abs-2108-02035,
 author = {Shengding Hu and
Ning Ding and
Huadong Wang and
Zhiyuan Liu and
Juanzi Li and
Maosong Sun},
 journal = {CoRR},
 title = {Knowledgeable Prompt-tuning: Incorporating Knowledge into Prompt Verbalizer
for Text Classification},
 url = {https://arxiv.org/abs/2108.02035},
 volume = {abs/2108.02035},
 year = {2021}
}

@article{abs-2108-04106,
 author = {Sewon Min and
Mike Lewis and
Hannaneh Hajishirzi and
Luke Zettlemoyer},
 journal = {CoRR},
 title = {Noisy Channel Language Model Prompting for Few-Shot Text Classification},
 url = {https://arxiv.org/abs/2108.04106},
 volume = {abs/2108.04106},
 year = {2021}
}

@article{abs-2108-04674,
 author = {Yubo Xie and
Pearl Pu},
 journal = {CoRR},
 title = {How Commonsense Knowledge Helps with Natural Language Tasks: {A} Survey
of Recent Resources and Methodologies},
 url = {https://arxiv.org/abs/2108.04674},
 volume = {abs/2108.04674},
 year = {2021}
}

@article{abs-2108-05036,
 author = {Suchin Gururangan and
Mike Lewis and
Ari Holtzman and
Noah A. Smith and
Luke Zettlemoyer},
 journal = {CoRR},
 title = {DEMix Layers: Disentangling Domains for Modular Language Modeling},
 url = {https://arxiv.org/abs/2108.05036},
 volume = {abs/2108.05036},
 year = {2021}
}

@article{abs-2108-07258,
 author = {Rishi Bommasani and
Drew A. Hudson and
Ehsan Adeli and
Russ Altman and
Simran Arora and
Sydney von Arx and
Michael S. Bernstein and
Jeannette Bohg and
Antoine Bosselut and
Emma Brunskill and
Erik Brynjolfsson and
Shyamal Buch and
Dallas Card and
Rodrigo Castellon and
Niladri Chatterji and
Annie S. Chen and
Kathleen Creel and
Jared Quincy Davis and
Dorottya Demszky and
Chris Donahue and
Moussa Doumbouya and
Esin Durmus and
Stefano Ermon and
John Etchemendy and
Kawin Ethayarajh and
Li Fei{-}Fei and
Chelsea Finn and
Trevor Gale and
Lauren Gillespie and
Karan Goel and
Noah D. Goodman and
Shelby Grossman and
Neel Guha and
Tatsunori Hashimoto and
Peter Henderson and
John Hewitt and
Daniel E. Ho and
Jenny Hong and
Kyle Hsu and
Jing Huang and
Thomas Icard and
Saahil Jain and
Dan Jurafsky and
Pratyusha Kalluri and
Siddharth Karamcheti and
Geoff Keeling and
Fereshte Khani and
Omar Khattab and
Pang Wei Koh and
Mark S. Krass and
Ranjay Krishna and
Rohith Kuditipudi and
et al.},
 journal = {CoRR},
 title = {On the Opportunities and Risks of Foundation Models},
 url = {https://arxiv.org/abs/2108.07258},
 volume = {abs/2108.07258},
 year = {2021}
}

@article{abs-2108-10604,
 author = {Ning Ding and
Yulin Chen and
Xu Han and
Guangwei Xu and
Pengjun Xie and
Hai{-}Tao Zheng and
Zhiyuan Liu and
Juanzi Li and
Hong{-}Gee Kim},
 journal = {CoRR},
 title = {Prompt-Learning for Fine-Grained Entity Typing},
 url = {https://arxiv.org/abs/2108.10604},
 volume = {abs/2108.10604},
 year = {2021}
}

@article{abs-2109-12575,
 author = {Tianxiang Sun and
Xiangyang Liu and
Xipeng Qiu and
Xuanjing Huang},
 journal = {CoRR},
 title = {Paradigm Shift in Natural Language Processing},
 url = {https://arxiv.org/abs/2109.12575},
 volume = {abs/2109.12575},
 year = {2021}
}

@article{abs-2110-08555,
 author = {Jun Yan and
Yang Xiao and
Sagnik Mukherjee and
Bill Yuchen Lin and
Robin Jia and
Xiang Ren},
 journal = {CoRR},
 title = {On the Robustness of Reading Comprehension Models to Entity Renaming},
 url = {https://arxiv.org/abs/2110.08555},
 volume = {abs/2110.08555},
 year = {2021}
}

@article{abs-2111-04198,
 author = {Yixuan Su and
Fangyu Liu and
Zaiqiao Meng and
Lei Shu and
Ehsan Shareghi and
Nigel Collier},
 journal = {CoRR},
 title = {TaCL: Improving {BERT} Pre-training with Token-aware Contrastive Learning},
 url = {https://arxiv.org/abs/2111.04198},
 volume = {abs/2111.04198},
 year = {2021}
}

@article{abs-2201-07099,
 author = {Li Lin and
Yixin Cao and
Lifu Huang and
Shuang Li and
Xuming Hu and
Lijie Wen and
Jianmin Wang},
 journal = {CoRR},
 title = {Inferring Commonsense Explanations as Prompts for Future Event Generation},
 url = {https://arxiv.org/abs/2201.07099},
 volume = {abs/2201.07099},
 year = {2022}
}

@article{abs-2201-12438,
 author = {Prajjwal Bhargava and
Vincent Ng},
 journal = {CoRR},
 title = {Commonsense Knowledge Reasoning and Generation with Pre-trained Language
Models: {A} Survey},
 url = {https://arxiv.org/abs/2201.12438},
 volume = {abs/2201.12438},
 year = {2022}
}

@inproceedings{Adel2020Continual,
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@inproceedings{AhnCLM19,
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Sungmin Cha and
Donggyu Lee and
Taesup Moon},
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@inproceedings{ahuja-etal-2022-economics,
 author = {Ahuja, Kabir  and
Choudhury, Monojit  and
Dandapat, Sandipan},
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 title = {On the Economics of Multilingual Few-shot Learning: Modeling the Cost-Performance Trade-offs of Machine Translated and Manual Data},
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 year = {2022}
}

@inproceedings{akyurek-andreas-2021-lexicon,
 author = {Akyurek, Ekin  and
Andreas, Jacob},
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 year = {2021}
}

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 year = {2019}
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@inproceedings{AljundiKT19,
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@inproceedings{alt-etal-2020-probing,
 author = {Alt, Christoph  and
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@inproceedings{alt-etal-2020-tacred,
 author = {Alt, Christoph  and
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Costa-juss{\`a}, Marta R.},
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Jack Clark and
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Alec Radford and
Ilya Sutskever and
Dario Amodei},
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@inproceedings{chen-etal-2020-shot,
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@inproceedings{chen-etal-2021-cil,
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Zhuang, Yueting},
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@inproceedings{chen-etal-2021-honey,
 author = {Chen, Jiawei  and
Lin, Hongyu  and
Han, Xianpei  and
Sun, Le},
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 title = {Honey or Poison? Solving the Trigger Curse in Few-shot Event Detection via Causal Intervention},
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 year = {2021}
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@inproceedings{chen-etal-2021-jointly,
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Hu, Changran  and
Huang, Yongfeng},
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 title = {Jointly Extracting Explicit and Implicit Relational Triples with Reasoning Pattern Enhanced Binary Pointer Network},
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@inproceedings{chen-etal-2021-revisiting,
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Li, Haizhou},
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 pages = {9125--9135},
 title = {Revisiting Self-training for Few-shot Learning of Language Model},
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@inproceedings{chen-etal-2022-improving,
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Pasunuru, Ramakanth  and
Mihaylov, Todor  and
Iyer, Srini  and
Stoyanov, Veselin  and
Kozareva, Zornitsa},
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@article{chen2021lightner,
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 title = {LightNER: A Lightweight Generative Framework with Prompt-guided Attention for Low-resource NER},
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 title = {ECKPN: Explicit Class Knowledge Propagation Network for Transductive Few-Shot Learning},
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@inproceedings{Chen_2021_CVPR,
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 title = {Pareto Self-Supervised Training for Few-Shot Learning},
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@inproceedings{Chen_2021_ICCV,
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@inproceedings{ChenCJ0S20,
 author = {Hung{-}Jen Chen and
An{-}Chieh Cheng and
Da{-}Cheng Juan and
Wei Wei and
Min Sun},
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@inproceedings{ChenFC0ZWC20,
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Jonathan Frankle and
Shiyu Chang and
Sijia Liu and
Yang Zhang and
Zhangyang Wang and
Michael Carbin},
 booktitle = {Proceedings of NeurIPS},
 title = {The Lottery Ticket Hypothesis for Pre-trained {BERT} Networks},
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@inproceedings{cheng-etal-2021-argument,
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 author = {Cheng, Liying  and
Wu, Tianyu  and
Bing, Lidong  and
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 booktitle = {Proceedings of ACL},
 pages = {6341--6353},
 publisher = {Association for Computational Linguistics},
 title = {Argument Pair Extraction via Attention-guided Multi-Layer Multi-Cross Encoding},
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 year = {2021}
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@inproceedings{ChenHCCLY20,
 author = {Sanyuan Chen and
Yutai Hou and
Yiming Cui and
Wanxiang Che and
Ting Liu and
Xiangzhan Yu},
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 pages = {7870--7881},
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@inproceedings{dai-etal-2021-two,
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@inproceedings{das-etal-2022-container,
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Kwon, Minae  and
Sadigh, Dorsa  and
Goodman, Noah},
 booktitle = {Proceedings of CoNLL},
 pages = {408--419},
 title = {Continual Adaptation for Efficient Machine Communication},
 url = {https://www.aclweb.org/anthology/2020.conll-1.33},
 year = {2020}
}

@inproceedings{HayesKSAK20,
 author = {Tyler L. Hayes and
Kushal Kafle and
Robik Shrestha and
Manoj Acharya and
Christopher Kanan},
 booktitle = {Proceedings of ECCV},
 pages = {466--483},
 title = {{REMIND} Your Neural Network to Prevent Catastrophic Forgetting},
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 year = {2020}
}

@article{hazarika2021zeroshot,
 author = {Devamanyu Hazarika and Mahdi Namazifar and Dilek Hakkani-Tür},
 journal = {CoRR},
 title = {Zero-Shot Controlled Generation with Encoder-Decoder Transformers},
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 year = {2021}
}

@inproceedings{he-etal-2021-effectiveness,
 author = {He, Ruidan  and
Liu, Linlin  and
Ye, Hai  and
Tan, Qingyu  and
Ding, Bosheng  and
Cheng, Liying  and
Low, Jiawei  and
Bing, Lidong  and
Si, Luo},
 booktitle = {Proceedings of ACL},
 pages = {2208--2222},
 title = {On the Effectiveness of Adapter-based Tuning for Pretrained Language Model Adaptation},
 url = {https://aclanthology.org/2021.acl-long.172},
 year = {2021}
}

@inproceedings{HeLCOLGP21,
 author = {Tianxing He and
Jun Liu and
Kyunghyun Cho and
Myle Ott and
Bing Liu and
James R. Glass and
Fuchun Peng},
 booktitle = {Proceedings of EACL},
 pages = {1121--1133},
 title = {Analyzing the Forgetting Problem in Pretrain-Finetuning of Open-domain
Dialogue Response Models},
 url = {https://doi.org/10.18653/v1/2021.eacl-main.95},
 year = {2021}
}

@inproceedings{HeMSZ20,
 author = {Jiangpeng He and
Runyu Mao and
Zeman Shao and
Fengqing Zhu},
 booktitle = {Proceedings of CVPR},
 pages = {13923--13932},
 title = {Incremental Learning in Online Scenario},
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 year = {2020}
}

@inproceedings{henderson-vulic-2021-convex,
 author = {Henderson, Matthew  and
Vuli{\'c}, Ivan},
 booktitle = {Proceedings of NAACL-HLT},
 pages = {3375--3389},
 title = {{ConVEx}: Data-Efficient and Few-Shot Slot Labeling},
 url = {https://www.aclweb.org/anthology/2021.naacl-main.264},
 year = {2021}
}

@inproceedings{HenningCDOTEKGS21,
 author = {Christian Henning and
Maria R. Cervera and
Francesco D'Angelo and
Johannes von Oswald and
Regina Traber and
Benjamin Ehret and
Seijin Kobayashi and
Benjamin F. Grewe and
Jo{\~{a}}o Sacramento},
 booktitle = {Proceedings of NeurIPS},
 pages = {14135--14149},
 title = {Posterior Meta-Replay for Continual Learning},
 url = {https://proceedings.neurips.cc/paper/2021/hash/761b42cfff120aac30045f7a110d0256-Abstract.html},
 year = {2021}
}

@inproceedings{HessMPR21,
 author = {Timm Hess and
Martin Mundt and
Iuliia Pliushch and
Visvanathan Ramesh},
 booktitle = {Proceedings of NeurIPS},
 title = {A Procedural World Generation Framework for Systematic Evaluation
of Continual Learning},
 url = {https://datasets-benchmarks-proceedings.neurips.cc/paper/2021/hash/d645920e395fedad7bbbed0eca3fe2e0-Abstract-round1.html},
 year = {2021}
}

@inproceedings{heyman-etal-2019-learning,
 author = {Heyman, Geert  and
Verreet, Bregt  and
Vuli{\'c}, Ivan  and
Moens, Marie-Francine},
 booktitle = {Proceedings of NAACL-HLT},
 pages = {1890--1902},
 title = {Learning Unsupervised Multilingual Word Embeddings with Incremental Multilingual Hubs},
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 year = {2019}
}

@article{ho2021prototypesguided,
 author = {Stella Ho and Ming Liu and Lan Du and Longxiang Gao and Yong Xiang},
 journal = {CoRR},
 title = {Prototypes-Guided Memory Replay for Continual Learning},
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 volume = {abs/2108.12641},
 year = {2021}
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@inproceedings{hohenecker-etal-2020-systematic,
 author = {Hohenecker, Patrick  and
Mtumbuka, Frank  and
Kocijan, Vid  and
Lukasiewicz, Thomas},
 booktitle = {Proceedings of EMNLP},
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 title = {Systematic Comparison of Neural Architectures and Training Approaches for Open Information Extraction},
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}

@inproceedings{hong-jang-2022-lea,
 author = {Hong, S. K.  and
Jang, Tae Young},
 booktitle = {Proceedings of NAACL},
 pages = {99--106},
 title = {{LEA}: Meta Knowledge-Driven Self-Attentive Document Embedding for Few-Shot Text Classification},
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 year = {2022}
}

@inproceedings{Hong_2021_CVPR,
 author = {Hong, Jie and Fang, Pengfei and Li, Weihao and Zhang, Tong and Simon, Christian and Harandi, Mehrtash and Petersson, Lars},
 booktitle = {Proceedings of CVPR},
 pages = {913-923},
 title = {Reinforced Attention for Few-Shot Learning and Beyond},
 url = {https://openaccess.thecvf.com/content/CVPR2021/html/Hong_Reinforced_Attention_for_Few-Shot_Learning_and_Beyond_CVPR_2021_paper.html},
 year = {2021}
}

@inproceedings{hou-etal-2020-shot,
 author = {Hou, Yutai  and
Che, Wanxiang  and
Lai, Yongkui  and
Zhou, Zhihan  and
Liu, Yijia  and
Liu, Han  and
Liu, Ting},
 booktitle = {Proceedings of ACL},
 pages = {1381--1393},
 title = {Few-shot Slot Tagging with Collapsed Dependency Transfer and Label-enhanced Task-adaptive Projection Network},
 url = {https://www.aclweb.org/anthology/2020.acl-main.128},
 year = {2020}
}

@article{hou2021learning,
 author = {Yutai Hou and Yongkui Lai and Cheng Chen and Wanxiang Che and Ting Liu},
 journal = {CoRR},
 title = {Learning to Bridge Metric Spaces: Few-shot Joint Learning of Intent Detection and Slot Filling},
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 year = {2021}
}

@inproceedings{HouCMSC19,
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Hong Chang and
Bingpeng Ma and
Shiguang Shan and
Xilin Chen},
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 title = {Cross Attention Network for Few-shot Classification},
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}

@inproceedings{HouPLWL18,
 author = {Saihui Hou and
Xinyu Pan and
Chen Change Loy and
Zilei Wang and
Dahua Lin},
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@inproceedings{HouPLWL19,
 author = {Saihui Hou and
Xinyu Pan and
Chen Change Loy and
Zilei Wang and
Dahua Lin},
 booktitle = {Proceedings of CVPR},
 pages = {831--839},
 title = {Learning a Unified Classifier Incrementally via Rebalancing},
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 year = {2019}
}

@inproceedings{hsu-etal-2022-degree,
 author = {Hsu, I-Hung  and
Huang, Kuan-Hao  and
Boschee, Elizabeth  and
Miller, Scott  and
Natarajan, Prem  and
Chang, Kai-Wei  and
Peng, Nanyun},
 booktitle = {Proceedings of NAACL},
 pages = {1890--1908},
 title = {{DEGREE}: A Data-Efficient Generation-Based Event Extraction Model},
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}

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 year = {2021}
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@inproceedings{hu-etal-2020-selfore,
 author = {Hu, Xuming  and
Wen, Lijie  and
Xu, Yusong  and
Zhang, Chenwei  and
Yu, Philip},
 booktitle = {Proceedings of EMNLP},
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 year = {2020}
}

@inproceedings{hu-etal-2021-gradient,
 author = {Hu, Xuming  and
Zhang, Chenwei  and
Yang, Yawen  and
Li, Xiaohe  and
Lin, Li  and
Wen, Lijie  and
Yu, Philip S.},
 booktitle = {Proceedings of EMNLP},
 pages = {2737--2746},
 title = {Gradient Imitation Reinforcement Learning for Low Resource Relation Extraction},
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 year = {2021}
}

@inproceedings{hu-etal-2021-knowledge,
 author = {Hu, Zikun  and
Cao, Yixin  and
Huang, Lifu  and
Chua, Tat-Seng},
 booktitle = {Proceedings of ACL},
 pages = {4662--4671},
 title = {How Knowledge Graph and Attention Help? A Qualitative Analysis into Bag-level Relation Extraction},
 url = {https://aclanthology.org/2021.acl-long.359},
 year = {2021}
}

@inproceedings{hu-etal-2021-multi-label,
 author = {Hu, Mengting  and
Zhao, Shiwan  and
Guo, Honglei  and
Xue, Chao  and
Gao, Hang  and
Gao, Tiegang  and
Cheng, Renhong  and
Su, Zhong},
 booktitle = {Proceedings of ACL},
 pages = {6330--6340},
 title = {Multi-Label Few-Shot Learning for Aspect Category Detection},
 url = {https://aclanthology.org/2021.acl-long.495},
 year = {2021}
}

@inproceedings{hu2018overcoming,
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}

@inproceedings{hu2022generalizing,
 author = {Shoukang Hu and Ruochen Wang and Lanqing HONG and Zhenguo Li and Cho-Jui Hsieh and Jiashi Feng},
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@inproceedings{hu2022how,
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 booktitle = {Proceedings of ICLR},
 title = {How Well Does Self-Supervised Pre-Training Perform with Streaming Data?},
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@inproceedings{hu2022switch,
 author = {Zhengdong Hu and Yifan Sun and Yi Yang},
 booktitle = {Proceedings of ICLR},
 title = {Switch to Generalize: Domain-Switch Learning for Cross-Domain Few-Shot Classification},
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}

@inproceedings{Hu_2021_CVPR,
 author = {Hu, Xinting and Tang, Kaihua and Miao, Chunyan and Hua, Xian-Sheng and Zhang, Hanwang},
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 pages = {3957-3966},
 title = {Distilling Causal Effect of Data in Class-Incremental Learning},
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 year = {2021}
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@inproceedings{Hu_2021_CVPR,
 author = {Hu, Hanzhe and Bai, Shuai and Li, Aoxue and Cui, Jinshi and Wang, Liwei},
 booktitle = {Proceedings of CVPR},
 pages = {10185-10194},
 title = {Dense Relation Distillation With Context-Aware Aggregation for Few-Shot Object Detection},
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 year = {2021}
}

@inproceedings{hua-etal-2020-shot,
 author = {Hua, Yuncheng  and
Li, Yuan-Fang  and
Haffari, Gholamreza  and
Qi, Guilin  and
Wu, Tongtong},
 booktitle = {Proceedings of EMNLP},
 pages = {5827--5837},
 title = {Few-Shot Complex Knowledge Base Question Answering via Meta Reinforcement Learning},
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 year = {2020}
}

@inproceedings{hua-etal-2021-hyperparameter,
 author = {Hua, Ting  and
Shen, Yilin  and
Zhao, Changsheng  and
Hsu, Yen-Chang  and
Jin, Hongxia},
 booktitle = {Proceedings of NAACL-HLT},
 pages = {2669--2678},
 title = {Hyperparameter-free Continuous Learning for Domain Classification in Natural Language Understanding},
 url = {https://www.aclweb.org/anthology/2021.naacl-main.212},
 year = {2021}
}

@inproceedings{huang-etal-2021-continual,
 author = {Huang, Yufan  and
Zhang, Yanzhe  and
Chen, Jiaao  and
Wang, Xuezhi  and
Yang, Diyi},
 booktitle = {Proceedings of NAACL-HLT},
 pages = {2736--2746},
 title = {Continual Learning for Text Classification with Information Disentanglement Based Regularization},
 url = {https://www.aclweb.org/anthology/2021.naacl-main.218},
 year = {2021}
}

@inproceedings{huang-etal-2021-document,
 author = {Huang, Kung-Hsiang  and
Tang, Sam  and
Peng, Nanyun},
 booktitle = {Proceeding of EMNLP},
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 title = {Document-level Entity-based Extraction as Template Generation},
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 year = {2021}
}

@inproceedings{huang-etal-2021-shot,
 author = {Huang, Jiaxin  and
Li, Chunyuan  and
Subudhi, Krishan  and
Jose, Damien  and
Balakrishnan, Shobana  and
Chen, Weizhu  and
Peng, Baolin  and
Gao, Jianfeng  and
Han, Jiawei},
 booktitle = {Proceedings of EMNLP},
 pages = {10408--10423},
 title = {Few-Shot Named Entity Recognition: An Empirical Baseline Study},
 url = {https://aclanthology.org/2021.emnlp-main.813},
 year = {2021}
}

@inproceedings{huang-etal-2021-three,
 author = {Huang, Quzhe  and
Zhu, Shengqi  and
Feng, Yansong  and
Ye, Yuan  and
Lai, Yuxuan  and
Zhao, Dongyan},
 booktitle = {Proceedings of ACL},
 pages = {998--1004},
 title = {Three Sentences Are All You Need: Local Path Enhanced Document Relation Extraction},
 url = {https://aclanthology.org/2021.acl-short.126},
 year = {2021}
}

@inproceedings{huang-etal-2022-multilingual-generative,
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Hsu, I-Hung  and
Natarajan, Prem  and
Chang, Kai-Wei  and
Peng, Nanyun},
 booktitle = {Proceedings of ACL},
 pages = {4633--4646},
 title = {Multilingual Generative Language Models for Zero-Shot Cross-Lingual Event Argument Extraction},
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@inproceedings{huang-peng-2021-document,
 author = {Huang, Kung-Hsiang  and
Peng, Nanyun},
 booktitle = {Proceedings of NUSE-NAACL},
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 title = {Document-level Event Extraction with Efficient End-to-end Learning of Cross-event Dependencies},
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@inproceedings{huguet-cabot-navigli-2021-rebel-relation,
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Navigli, Roberto},
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Cheng{-}En Wu and
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Chu{-}Song Chen},
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@inproceedings{HuQWML21,
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Qi Qin and
Mengyu Wang and
Jinwen Ma and
Bing Liu},
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Alvaro Soto},
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@inproceedings{HussainHMYS21,
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Pushkar Mishra and
Helen Yannakoudakis and
Ekaterina Shutova},
 booktitle = {Proceedings of NeurIPS},
 title = {Towards a robust experimental framework and benchmark for lifelong
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@inproceedings{hwang-etal-2021-cost,
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@inproceedings{ijcai2021-313,
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Claudia Clopath and
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Antoine Bosselut and
Maarten Sap and
Kevin Knight and
Yejin Choi},
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 author = {Hyunseo Koh and Dahyun Kim and Jung-Woo Ha and Jonghyun Choi},
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 author = {Kojima, Noriyuki  and
Suhr, Alane  and
Artzi, Yoav},
 journal = {Trans. Assoc. Comput. Linguistics},
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@inproceedings{kolluru-etal-2020-imojie,
 author = {Kolluru, Keshav  and
Aggarwal, Samarth  and
Rathore, Vipul  and
{Mausam}  and
Chakrabarti, Soumen},
 booktitle = {Proceedings of ACL},
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@inproceedings{kolluru-etal-2020-openie6,
 author = {Kolluru, Keshav  and
Adlakha, Vaibhav  and
Aggarwal, Samarth  and
{Mausam}  and
Chakrabarti, Soumen},
 booktitle = {Proceedings of EMNLP},
 pages = {3748--3761},
 title = {{O}pen{IE}6: {I}terative {G}rid {L}abeling and {C}oordination {A}nalysis for {O}pen {I}nformation {E}xtraction},
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@inproceedings{kou-etal-2020-disentangle,
 author = {Kou, Xiaoyu  and
Lin, Yankai  and
Liu, Shaobo  and
Li, Peng  and
Zhou, Jie  and
Zhang, Yan},
 booktitle = {Proceedings of EMNLP},
 pages = {2961--2972},
 title = {Disentangle-based Continual Graph Representation Learning},
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@inproceedings{kruengkrai-etal-2020-improving,
 author = {Kruengkrai, Canasai  and
Nguyen, Thien Hai  and
Aljunied, Sharifah Mahani  and
Bing, Lidong},
 booktitle = {Proceedings of ACL},
 pages = {5898--5905},
 title = {Improving Low-Resource Named Entity Recognition using Joint Sentence and Token Labeling},
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@inproceedings{kruiper-etal-2020-laymans,
 author = {Kruiper, Ruben  and
Vincent, Julian  and
Chen-Burger, Jessica  and
Desmulliez, Marc  and
Konstas, Ioannis},
 booktitle = {Proceedings of ACL},
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 author = {Anna Kukleva and Hilde Kuehne and Bernt Schiele},
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 author = {Kukleva, Anna and Kuehne, Hilde and Schiele, Bernt},
 booktitle = {Proceedings of ICCV},
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 title = {Generalized and Incremental Few-Shot Learning by Explicit Learning and Calibration Without Forgetting},
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 year = {2021}
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@inproceedings{kumar-etal-2020-online,
 author = {Kumar, Jay  and
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Uddin, Salah  and
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Dakshit Agrawal and
Venkatesh Babu Radhakrishnan},
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 year = {2019}
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@inproceedings{KunduVVRB20,
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Rahul Mysore Venkatesh and
Naveen Venkat and
Ambareesh Revanur and
R. Venkatesh Babu},
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 author = {Steinar Laenen and
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@inproceedings{lai-etal-2021-joint,
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Zhai, ChengXiang  and
Tran, Quan Hung},
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 title = {Joint Biomedical Entity and Relation Extraction with Knowledge-Enhanced Collective Inference},
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@inproceedings{lai-etal-2021-learning,
 author = {Lai, Viet Dac  and
Dernoncourt, Franck  and
Nguyen, Thien Huu},
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 title = {Learning Prototype Representations Across Few-Shot Tasks for Event Detection},
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 year = {2021}
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@inproceedings{lakhotia-etal-2021-fid,
 author = {Lakhotia, Kushal  and
Paranjape, Bhargavi  and
Ghoshal, Asish  and
Yih, Scott  and
Mehdad, Yashar  and
Iyer, Srini},
 booktitle = {Proceedings of EMNLP},
 pages = {3712--3727},
 title = {{F}i{D}-Ex: Improving Sequence-to-Sequence Models for Extractive Rationale Generation},
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@inproceedings{LanWDSTG20,
 author = {Lin Lan and
Pinghui Wang and
Xuefeng Du and
Kaikai Song and
Jing Tao and
Xiaohong Guan},
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 title = {Node Classification on Graphs with Few-Shot Novel Labels via Meta
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 title = {Iterative Label Cleaning for Transductive and Semi-Supervised Few-Shot Learning},
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Kavosh Asadi and
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Michael L. Littman},
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 author = {Lee, Chen-Yu  and
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Wang, Renshen  and
Fujii, Yasuhisa  and
Qin, Siyang  and
Popat, Ashok  and
Pfister, Tomas},
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Zhang, Sheng  and
Song, Rui  and
Feng, Suo  and
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Chen, Jiansong  and
Cai, Xunliang  and
Yang, Fan  and
He, Shizhu  and
Liu, Kang  and
Zhao, Jun},
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Lin, Hongyu  and
Han, Xianpei  and
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Yu, Philip},
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Zhou, Zhenpeng  and
Moon, Seungwhan  and
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Liu, Bing  and
Yu, Zhou  and
Cho, Eunjoon  and
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Faltings, Boi},
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@inproceedings{mi-etal-2021-self,
 author = {Mi, Fei  and
Zhou, Wanhao  and
Kong, Lingjing  and
Cai, Fengyu  and
Huang, Minlie  and
Faltings, Boi},
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 pages = {1887--1898},
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@inproceedings{MukherjeeLZHH0Y21,
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Ge Yang and
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@inproceedings{nguyen-etal-2021-cross,
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 pdf = {http://proceedings.mlr.press/v119/gupta20a/gupta20a.pdf},
 title = {Neural Topic Modeling with Continual Lifelong Learning},
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@inproceedings{pmlr-v119-iakovleva20a,
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@inproceedings{pmlr-v119-park20b,
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@inproceedings{pmlr-v119-qu20a,
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 title = {Few-shot Relation Extraction via Bayesian Meta-learning on Relation Graphs},
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@inproceedings{pmlr-v119-teshima20a,
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@inproceedings{pmlr-v119-wang20j,
 author = {Wang, Xin and Huang, Thomas and Gonzalez, Joseph and Darrell, Trevor and Yu, Fisher},
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@inproceedings{pmlr-v119-yoon20b,
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 title = {{X}tar{N}et: Learning to Extract Task-Adaptive Representation for Incremental Few-Shot Learning},
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@inproceedings{pmlr-v130-chen21d,
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 title = { Active Online Learning with Hidden Shifting Domains },
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 title = {Continual Learning using a Bayesian Nonparametric Dictionary of Weight Factors},
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@inproceedings{pmlr-v130-reza-karimi21a,
 author = {Reza Karimi, Mohammad and Merve G{\"u}rel, Nezihe and Karla\v{s}, Bojan and Rausch, Johannes and Zhang, Ce and Krause, Andreas},
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 pages = {307--315},
 title = { Online Active Model Selection for Pre-trained Classifiers },
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@inproceedings{pmlr-v130-zhao21b,
 author = {Zhao, Eric and Liu, Anqi and Anandkumar, Animashree and Yue, Yisong},
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@inproceedings{pmlr-v139-acar21b,
 author = {Acar, Durmus Alp Emre and Zhu, Ruizhao and Saligrama, Venkatesh},
 booktitle = {Proceedings of ICML},
 pages = {32--42},
 title = {Memory Efficient Online Meta Learning},
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 year = {2021}
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@inproceedings{pmlr-v139-achituve21a,
 author = {Achituve, Idan and Navon, Aviv and Yemini, Yochai and Chechik, Gal and Fetaya, Ethan},
 booktitle = {Proceedings of ICML},
 pages = {54--65},
 title = {GP-Tree: A Gaussian Process Classifier for Few-Shot Incremental Learning},
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@inproceedings{pmlr-v139-bai21a,
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 booktitle = {Proceedings of ICML},
 pages = {543--553},
 title = {How Important is the Train-Validation Split in Meta-Learning?},
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 year = {2021}
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@inproceedings{pmlr-v139-cui21a,
 author = {Cui, Wentao and Guo, Yuhong},
 booktitle = {Proceedings of ICML},
 pages = {2212--2221},
 title = {Parameterless Transductive Feature Re-representation for Few-Shot Learning},
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 year = {2021}
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@inproceedings{pmlr-v139-derakhshani21a,
 author = {Derakhshani, Mohammad Mahdi and Zhen, Xiantong and Shao, Ling and Snoek, Cees},
 booktitle = {Proceedings of ICML},
 pages = {2621--2631},
 title = {Kernel Continual Learning},
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 year = {2021}
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@inproceedings{pmlr-v139-fisch21a,
 author = {Fisch, Adam and Schuster, Tal and Jaakkola, Tommi and Barzilay, Dr.Regina},
 booktitle = {Proceedings of ICML},
 pages = {3329--3339},
 title = {Few-Shot Conformal Prediction with Auxiliary Tasks},
 url = {http://proceedings.mlr.press/v139/fisch21a.html},
 year = {2021}
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@inproceedings{pmlr-v139-fotakis21a,
 author = {Fotakis, Dimitris and Piliouras, Georgios and Skoulakis, Stratis},
 booktitle = {Proceedings of ICML},
 pages = {3396--3406},
 title = {Efficient Online Learning for Dynamic k-Clustering},
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@inproceedings{pmlr-v139-kapoor21b,
 author = {Kapoor, Sanyam and Karaletsos, Theofanis and Bui, Thang D},
 booktitle = {Proceedings of ICML},
 pages = {5290--5300},
 title = {Variational Auto-Regressive Gaussian Processes for Continual Learning},
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 year = {2021}
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@inproceedings{pmlr-v139-konobeev21a,
 author = {Konobeev, Mikhail and Kuzborskij, Ilja and Szepesvari, Csaba},
 booktitle = {Proceedings of ICML},
 pages = {5697--5706},
 title = {A Distribution-dependent Analysis of Meta Learning},
 url = {http://proceedings.mlr.press/v139/konobeev21a.html},
 year = {2021}
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@inproceedings{pmlr-v139-kumar21a,
 author = {Kumar, Abhishek and Chatterjee, Sunabha and Rai, Piyush},
 booktitle = {Proceedings of ICML},
 pages = {5850--5860},
 title = {Bayesian Structural Adaptation for Continual Learning},
 url = {http://proceedings.mlr.press/v139/kumar21a.html},
 year = {2021}
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@inproceedings{pmlr-v139-lee21a,
 author = {Lee, Seungwon and Behpour, Sima and Eaton, Eric},
 booktitle = {Proceedings of ICML},
 pages = {6065--6075},
 title = {Sharing Less is More: Lifelong Learning in Deep Networks with Selective Layer Transfer},
 url = {http://proceedings.mlr.press/v139/lee21a.html},
 year = {2021}
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@inproceedings{pmlr-v139-lee21d,
 author = {Lee, Dong Hoon and Chung, Sae-Young},
 booktitle = {Proceedings of ICML},
 pages = {6098--6108},
 title = {Unsupervised Embedding Adaptation via Early-Stage Feature Reconstruction for Few-Shot Classification},
 url = {http://proceedings.mlr.press/v139/lee21d.html},
 year = {2021}
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@inproceedings{pmlr-v139-lee21e,
 author = {Lee, Sebastian and Goldt, Sebastian and Saxe, Andrew},
 booktitle = {Proceedings of ICML},
 pages = {6109--6119},
 title = {Continual Learning in the Teacher-Student Setup: Impact of Task Similarity},
 url = {http://proceedings.mlr.press/v139/lee21e.html},
 year = {2021}
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@inproceedings{pmlr-v139-nekoei21a,
 author = {Nekoei, Hadi and Badrinaaraayanan, Akilesh and Courville, Aaron and Chandar, Sarath},
 booktitle = {Proceedings of ICML},
 pages = {8016--8024},
 title = {Continuous Coordination As a Realistic Scenario for Lifelong Learning},
 url = {http://proceedings.mlr.press/v139/nekoei21a.html},
 year = {2021}
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@inproceedings{pmlr-v139-ni21a,
 author = {Ni, Renkun and Goldblum, Micah and Sharaf, Amr and Kong, Kezhi and Goldstein, Tom},
 booktitle = {Proceedings of ICML},
 pages = {8152--8161},
 title = {Data Augmentation for Meta-Learning},
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 year = {2021}
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@inproceedings{pmlr-v139-saunshi21a,
 author = {Saunshi, Nikunj and Gupta, Arushi and Hu, Wei},
 booktitle = {Proceedings of ICML},
 pages = {9333--9343},
 title = {A Representation Learning Perspective on the Importance of Train-Validation Splitting in Meta-Learning},
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 year = {2021}
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@inproceedings{pmlr-v139-shin21a,
 author = {Shin, Jaewoong and Lee, Hae Beom and Gong, Boqing and Hwang, Sung Ju},
 booktitle = {Proceedings of ICML},
 pages = {9603--9613},
 title = {Large-Scale Meta-Learning with Continual Trajectory Shifting},
 url = {http://proceedings.mlr.press/v139/shin21a.html},
 year = {2021}
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@inproceedings{pmlr-v139-triantafillou21a,
 author = {Triantafillou, Eleni and Larochelle, Hugo and Zemel, Richard and Dumoulin, Vincent},
 booktitle = {Proceedings of ICML},
 pages = {10424--10433},
 title = {Learning a Universal Template for Few-shot Dataset Generalization},
 url = {http://proceedings.mlr.press/v139/triantafillou21a.html},
 year = {2021}
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@inproceedings{pmlr-v139-vedantam21a,
 author = {Vedantam, Ramakrishna and Szlam, Arthur and Nickel, Maximillian and Morcos, Ari and Lake, Brenden M},
 booktitle = {Proceedings of ICML},
 pages = {10519--10529},
 title = {CURI: A Benchmark for Productive Concept Learning Under Uncertainty},
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 year = {2021}
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@inproceedings{pmlr-v139-wang21ad,
 author = {Wang, Haoxiang and Zhao, Han and Li, Bo},
 booktitle = {Proceedings of ICML},
 pages = {10991--11002},
 title = {Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation},
 url = {http://proceedings.mlr.press/v139/wang21ad.html},
 year = {2021}
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@inproceedings{pmlr-v139-yap21a,
 author = {Yap, Pauching and Ritter, Hippolyt and Barber, David},
 booktitle = {Proceedings of ICML},
 pages = {11909--11919},
 title = {Addressing Catastrophic Forgetting in Few-Shot Problems},
 url = {http://proceedings.mlr.press/v139/yap21a.html},
 year = {2021}
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@inproceedings{pmlr-v139-zhao21c,
 author = {Zhao, Zihao and Wallace, Eric and Feng, Shi and Klein, Dan and Singh, Sameer},
 booktitle = {Proceedings of ICML},
 pages = {12697--12706},
 title = {Calibrate Before Use: Improving Few-shot Performance of Language Models},
 url = {http://proceedings.mlr.press/v139/zhao21c.html},
 year = {2021}
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@inproceedings{pmlr-v139-zhao21d,
 author = {Zhao, Yiyang and Wang, Linnan and Tian, Yuandong and Fonseca, Rodrigo and Guo, Tian},
 booktitle = {Proceedings of ICML},
 pages = {12707--12718},
 title = {Few-Shot Neural Architecture Search},
 url = {http://proceedings.mlr.press/v139/zhao21d.html},
 year = {2021}
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@inproceedings{pmlr-v139-zhu21d,
 author = {Zhu, Hao and Neubig, Graham and Bisk, Yonatan},
 booktitle = {Proceedings of ICML},
 pages = {12901--12911},
 title = {Few-shot Language Coordination by Modeling Theory of Mind},
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 year = {2021}
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@inproceedings{pmlr-v162-ardywibowo22a,
 author = {Ardywibowo, Randy and Huo, Zepeng and Wang, Zhangyang and Mortazavi, Bobak J and Huang, Shuai and Qian, Xiaoning},
 booktitle = {Proceedings of ICML},
 pages = {865--877},
 title = {{V}ari{G}row: Variational Architecture Growing for Task-Agnostic Continual Learning based on {B}ayesian Novelty},
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 year = {2022}
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 author = {Bugliarello, Emanuele and Liu, Fangyu and Pfeiffer, Jonas and Reddy, Siva and Elliott, Desmond and Ponti, Edoardo Maria and Vuli{\'c}, Ivan},
 booktitle = {Proceedings of ICML},
 pages = {2370--2392},
 title = {{IGLUE}: A Benchmark for Transfer Learning across Modalities, Tasks, and Languages},
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 year = {2022}
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@inproceedings{pmlr-v162-day22a,
 author = {Day, Ben J and Torn{\'e}, Ramon Vi{\~n}as and Simidjievski, Nikola and Li{\'o}, Pietro},
 booktitle = {Proceedings of ICML},
 pages = {4867--4889},
 title = {Attentional Meta-learners for Few-shot Polythetic Classification},
 url = {https://proceedings.mlr.press/v162/day22a.html},
 year = {2022}
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@inproceedings{pmlr-v162-giannone22a,
 author = {Giannone, Giorgio and Winther, Ole},
 booktitle = {Proceedings of ICML},
 pages = {7550--7569},
 title = {{SCHA}-{VAE}: Hierarchical Context Aggregation for Few-Shot Generation},
 url = {https://proceedings.mlr.press/v162/giannone22a.html},
 year = {2022}
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@inproceedings{pmlr-v162-guo22g,
 author = {Guo, Yiduo and Liu, Bing and Zhao, Dongyan},
 booktitle = {Proceedings of ICML},
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 title = {Online Continual Learning through Mutual Information Maximization},
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 year = {2022}
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 author = {Gurbuz, Mustafa B and Dovrolis, Constantine},
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 year = {2022}
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 author = {Irie, Kazuki and Csord{\'a}s, R{\'o}bert and Schmidhuber, J{\"u}rgen},
 booktitle = {Proceedings of ICML},
 pages = {9639--9659},
 title = {The Dual Form of Neural Networks Revisited: Connecting Test Time Predictions to Training Patterns via Spotlights of Attention},
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 year = {2022}
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@inproceedings{pmlr-v162-kang22b,
 author = {Kang, Haeyong and Mina, Rusty John Lloyd and Madjid, Sultan Rizky Hikmawan and Yoon, Jaehong and Hasegawa-Johnson, Mark and Hwang, Sung Ju and Yoo, Chang D.},
 booktitle = {Proceedings of ICML},
 pages = {10734--10750},
 title = {Forget-free Continual Learning with Winning Subnetworks},
 url = {https://proceedings.mlr.press/v162/kang22b.html},
 year = {2022}
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@inproceedings{pmlr-v162-korbak22a,
 author = {Korbak, Tomasz and Elsahar, Hady and Kruszewski, German and Dymetman, Marc},
 booktitle = {Proceedings of ICML},
 pages = {11499--11528},
 title = {Controlling Conditional Language Models without Catastrophic Forgetting},
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 year = {2022}
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@inproceedings{pmlr-v162-lee22g,
 author = {Lee, Sebastian and Mannelli, Stefano Sarao and Clopath, Claudia and Goldt, Sebastian and Saxe, Andrew},
 booktitle = {Proceedings of ICML},
 pages = {12455--12477},
 title = {Maslow’s Hammer in Catastrophic Forgetting: Node Re-Use vs. Node Activation},
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 year = {2022}
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@inproceedings{pmlr-v162-luo22c,
 author = {Luo, Xu and Xu, Jing and Xu, Zenglin},
 booktitle = {Proceedings of ICML},
 pages = {14542--14559},
 title = {Channel Importance Matters in Few-Shot Image Classification},
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 year = {2022}
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@inproceedings{pmlr-v162-mirzadeh22a,
 author = {Mirzadeh, Seyed Iman and Chaudhry, Arslan and Yin, Dong and Hu, Huiyi and Pascanu, Razvan and Gorur, Dilan and Farajtabar, Mehrdad},
 booktitle = {Proceedings of ICML},
 pages = {15699--15717},
 title = {Wide Neural Networks Forget Less Catastrophically},
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@inproceedings{pmlr-v162-mitchell22a,
 author = {Mitchell, Eric and Lin, Charles and Bosselut, Antoine and Manning, Christopher D and Finn, Chelsea},
 booktitle = {Proceedings of ICML},
 pages = {15817--15831},
 title = {Memory-Based Model Editing at Scale},
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 year = {2022}
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 booktitle = {Proceedings of ICML},
 pages = {16888--16905},
 title = {Efficient Test-Time Model Adaptation without Forgetting},
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 title = {Continual Learning via Sequential Function-Space Variational Inference},
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@inproceedings{pmlr-v162-sharma22b,
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@inproceedings{pmlr-v162-shen22f,
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 author = {Volpi, Riccardo and Larlus, Diane and Rogez, Gregory},
 booktitle = {Proceedings of CVPR},
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 title = {Continual Adaptation of Visual Representations via Domain Randomization and Meta-Learning},
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 year = {2021}
}

@inproceedings{Volpp2020Meta-Learning,
 author = {Michael Volpp and Lukas P. Fröhlich and Kirsten Fischer and Andreas Doerr and Stefan Falkner and Frank Hutter and Christian Daniel},
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 title = {Meta-Learning Acquisition Functions for Transfer Learning in Bayesian Optimization},
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 year = {2020}
}

@inproceedings{vu-etal-2021-strata,
 author = {Vu, Tu  and
Luong, Minh-Thang  and
Le, Quoc  and
Simon, Grady  and
Iyyer, Mohit},
 booktitle = {Proceedings of EMNLP},
 pages = {5715--5731},
 title = {{ST}ra{TA}: Self-Training with Task Augmentation for Better Few-shot Learning},
 url = {https://aclanthology.org/2021.emnlp-main.462},
 year = {2021}
}

@inproceedings{VuorioSHL19,
 author = {Risto Vuorio and
Shao{-}Hua Sun and
Hexiang Hu and
Joseph J. Lim},
 booktitle = {Proceedings of NeurIPS},
 pages = {1--12},
 title = {Multimodal Model-Agnostic Meta-Learning via Task-Aware Modulation},
 url = {https://proceedings.neurips.cc/paper/2019/hash/e4da3b7fbbce2345d7772b0674a318d5-Abstract.html},
 year = {2019}
}

@inproceedings{Wan_2022_CVPR,
 author = {Wan, Timmy S. T. and Chen, Jun-Cheng and Wu, Tzer-Yi and Chen, Chu-Song},
 booktitle = {Proceedings of CVPR},
 pages = {16702-16711},
 title = {Continual Learning for Visual Search With Backward Consistent Feature Embedding},
 url = {https://openaccess.thecvf.com/content/CVPR2022/html/Wan_Continual_Learning_for_Visual_Search_With_Backward_Consistent_Feature_Embedding_CVPR_2022_paper.html},
 year = {2022}
}

@inproceedings{wang-etal-2019-incremental,
 author = {Wang, Weikang  and
Zhang, Jiajun  and
Li, Qian  and
Hwang, Mei-Yuh  and
Zong, Chengqing  and
Li, Zhifei},
 booktitle = {Proceedings of ACL},
 pages = {3710--3720},
 title = {Incremental Learning from Scratch for Task-Oriented Dialogue Systems},
 url = {https://www.aclweb.org/anthology/P19-1361},
 year = {2019}
}

@inproceedings{wang-etal-2019-sentence,
 author = {Wang, Hong  and
Xiong, Wenhan  and
Yu, Mo  and
Guo, Xiaoxiao  and
Chang, Shiyu  and
Wang, William Yang},
 booktitle = {Proceedings of NAACL-HLT},
 pages = {796--806},
 title = {Sentence Embedding Alignment for Lifelong Relation Extraction},
 url = {https://www.aclweb.org/anthology/N19-1086},
 year = {2019}
}

@inproceedings{wang-etal-2020-efficient,
 author = {Wang, Zirui  and
Mehta, Sanket Vaibhav  and
Poczos, Barnabas  and
Carbonell, Jaime},
 booktitle = {Proceedings of EMNLP},
 pages = {535--548},
 title = {Efficient Meta Lifelong-Learning with Limited Memory},
 url = {https://www.aclweb.org/anthology/2020.emnlp-main.39},
 year = {2020}
}

@inproceedings{wang-etal-2020-joint,
 author = {Wang, Haoyu  and
Chen, Muhao  and
Zhang, Hongming  and
Roth, Dan},
 booktitle = {Proceedings of EMNLP},
 pages = {696--706},
 title = {Joint Constrained Learning for Event-Event Relation Extraction},
 url = {https://www.aclweb.org/anthology/2020.emnlp-main.51},
 year = {2020}
}

@inproceedings{wang-etal-2020-maven,
 author = {Wang, Xiaozhi  and
Wang, Ziqi  and
Han, Xu  and
Jiang, Wangyi  and
Han, Rong  and
Liu, Zhiyuan  and
Li, Juanzi  and
Li, Peng  and
Lin, Yankai  and
Zhou, Jie},
 booktitle = {Proceedings of EMNLP},
 pages = {1652--1671},
 title = {{MAVEN}: {A} {M}assive {G}eneral {D}omain {E}vent {D}etection {D}ataset},
 url = {https://www.aclweb.org/anthology/2020.emnlp-main.129},
 year = {2020}
}

@inproceedings{wang-etal-2020-pre,
 author = {Wang, Yijun  and
Sun, Changzhi  and
Wu, Yuanbin  and
Yan, Junchi  and
Gao, Peng  and
Xie, Guotong},
 booktitle = {Proceedings of EMNLP},
 pages = {1692--1705},
 title = {Pre-training Entity Relation Encoder with Intra-span and Inter-span Information},
 url = {https://www.aclweb.org/anthology/2020.emnlp-main.132},
 year = {2020}
}

@inproceedings{wang-etal-2021-cleve,
 author = {Wang, Ziqi  and
Wang, Xiaozhi  and
Han, Xu  and
Lin, Yankai  and
Hou, Lei  and
Liu, Zhiyuan  and
Li, Peng  and
Li, Juanzi  and
Zhou, Jie},
 booktitle = {Proceedings of ACL},
 pages = {6283--6297},
 title = {{CLEVE}: {C}ontrastive {P}re-training for {E}vent {E}xtraction},
 url = {https://aclanthology.org/2021.acl-long.491},
 year = {2021}
}

@inproceedings{wang-etal-2021-enpar,
 author = {Wang, Yijun  and
Sun, Changzhi  and
Wu, Yuanbin  and
Zhou, Hao  and
Li, Lei  and
Yan, Junchi},
 booktitle = {Proceedings of EACL},
 pages = {2877--2887},
 title = {{ENPAR}:Enhancing Entity and Entity Pair Representations for Joint Entity Relation Extraction},
 url = {https://www.aclweb.org/anthology/2021.eacl-main.251},
 year = {2021}
}

@inproceedings{wang-etal-2021-transprompt,
 author = {Wang, Chengyu  and
Wang, Jianing  and
Qiu, Minghui  and
Huang, Jun  and
Gao, Ming},
 booktitle = {Proceedings of EMNLP},
 pages = {2792--2802},
 title = {{T}rans{P}rompt: Towards an Automatic Transferable Prompting Framework for Few-shot Text Classification},
 url = {https://aclanthology.org/2021.emnlp-main.221},
 year = {2021}
}

@inproceedings{wang-etal-2021-unire,
 author = {Wang, Yijun  and
Sun, Changzhi  and
Wu, Yuanbin  and
Zhou, Hao  and
Li, Lei  and
Yan, Junchi},
 booktitle = {Proceedings of ACL},
 pages = {220--231},
 title = {{U}ni{RE}: A Unified Label Space for Entity Relation Extraction},
 url = {https://aclanthology.org/2021.acl-long.19},
 year = {2021}
}

@inproceedings{wang-etal-2021-zero,
 author = {Wang, Chenguang  and
Liu, Xiao  and
Chen, Zui  and
Hong, Haoyun  and
Tang, Jie  and
Song, Dawn},
 booktitle = {Proceedings of EMNLP},
 pages = {1225--1238},
 title = {Zero-Shot Information Extraction as a Unified Text-to-Triple Translation},
 url = {https://aclanthology.org/2021.emnlp-main.94},
 year = {2021}
}

@inproceedings{wang-etal-2022-automatic,
 author = {Wang, Han  and
Xu, Canwen  and
McAuley, Julian},
 booktitle = {Proceedings of NAACL},
 pages = {5483--5492},
 title = {Automatic Multi-Label Prompting: Simple and Interpretable Few-Shot Classification},
 url = {https://aclanthology.org/2022.naacl-main.401},
 year = {2022}
}

@inproceedings{wang-etal-2022-enhanced,
 author = {Wang, Peiyi  and
Xu, Runxin  and
Liu, Tianyu  and
Zhou, Qingyu  and
Cao, Yunbo  and
Chang, Baobao  and
Sui, Zhifang},
 booktitle = {Proceedings of NAACL},
 pages = {5012--5024},
 title = {An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling},
 url = {https://aclanthology.org/2022.naacl-main.369},
 year = {2022}
}

@inproceedings{wang-etal-2022-rely,
 author = {Wang, Yiwei  and
Chen, Muhao  and
Zhou, Wenxuan  and
Cai, Yujun  and
Liang, Yuxuan  and
Liu, Dayiheng  and
Yang, Baosong  and
Liu, Juncheng  and
Hooi, Bryan},
 booktitle = {Proceedings of NAACL},
 pages = {3071--3081},
 title = {Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis},
 url = {https://aclanthology.org/2022.naacl-main.224},
 year = {2022}
}

@inproceedings{wang-etal-2022-shot,
 author = {Wang, Rui  and 
Yu, Tong  and
Zhao, Handong  and
Kim, Sungchul  and
Mitra, Subrata  and
Zhang, Ruiyi  and
Henao, Ricardo},
 booktitle = {Proceedings of ACL},
 pages = {571--582},
 title = {Few-Shot Class-Incremental Learning for Named Entity Recognition},
 url = {https://aclanthology.org/2022.acl-long.43},
 year = {2022}
}

@inproceedings{wang-lu-2020-two,
 author = {Wang, Jue  and
Lu, Wei},
 booktitle = {Proceedings of EMNLP},
 pages = {1706--1721},
 title = {Two are Better than One: Joint Entity and Relation Extraction with Table-Sequence Encoders},
 url = {https://www.aclweb.org/anthology/2020.emnlp-main.133},
 year = {2020}
}

@inproceedings{Wang2020Bayesian,
 author = {Zhenyi Wang and Yang Zhao and Ping Yu and Ruiyi Zhang and Changyou Chen},
 booktitle = {ICLR},
 title = {Bayesian Meta Sampling for Fast Uncertainty Adaptation},
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 year = {2020}
}

@article{wang2021taskoriented,
 author = {Weizhi Wang and Zhirui Zhang and Junliang Guo and Yinpei Dai and Boxing Chen and Weihua Luo},
 journal = {CoRR},
 title = {Task-Oriented Dialogue System as Natural Language Generation},
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 year = {2021}
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@article{wang2021want,
 author = {Shuohang Wang and Yang Liu and Yichong Xu and Chenguang Zhu and Michael Zeng},
 journal = {CoRR},
 title = {Want To Reduce Labeling Cost? GPT-3 Can Help},
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@inproceedings{wang2022memory,
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 title = {Memory Replay with Data Compression for Continual Learning},
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}

@inproceedings{wang2022sparcl,
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 title = {Spar{CL}: Sparse Continual Learning on the Edge},
 url = {https://openreview.net/forum?id=n0dD3d54Wgf},
 year = {2022}
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@inproceedings{wang2022sprompts,
 author = {Yabin Wang and Zhiwu Huang and Xiaopeng Hong},
 booktitle = {Proceedings of NeurIPS},
 title = {S-Prompts Learning with Pre-trained Transformers: An Occam{\textquoteright}s Razor for Domain Incremental Learning},
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 year = {2022}
}

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 pages = {5383-5392},
 title = {ORDisCo: Effective and Efficient Usage of Incremental Unlabeled Data for Semi-Supervised Continual Learning},
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 year = {2021}
}

@inproceedings{Wang_2021_CVPR,
 author = {Wang, Shipeng and Li, Xiaorong and Sun, Jian and Xu, Zongben},
 booktitle = {Proceedings of CVPR},
 pages = {184-193},
 title = {Training Networks in Null Space of Feature Covariance for Continual Learning},
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 year = {2021}
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@inproceedings{Wang_2022_CVPR,
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 pages = {171-181},
 title = {Continual Learning With Lifelong Vision Transformer},
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@inproceedings{Wang_2022_CVPR,
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 year = {2022}
}

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Wei Hu and
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 title = {Global-to-Local Neural Networks for Document-Level Relation Extraction},
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 year = {2020}
}

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 author = {Ze Wang and
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Qiang Qiu},
 booktitle = {Proceedings of NeurIPS},
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@inproceedings{WangSMHLB19,
 author = {Alex Wang and
Amanpreet Singh and
Julian Michael and
Felix Hill and
Omer Levy and
Samuel R. Bowman},
 booktitle = {Proceedings of ICLR},
 title = {{GLUE:} {A} Multi-Task Benchmark and Analysis Platform for Natural
Language Understanding},
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@inproceedings{WangTDWHJCJZ21,
 author = {Ruize Wang and
Duyu Tang and
Nan Duan and
Zhongyu Wei and
Xuanjing Huang and
Jianshu Ji and
Guihong Cao and
Daxin Jiang and
Ming Zhou},
 booktitle = {ACL Findings},
 pages = {1405--1418},
 title = {K-Adapter: Infusing Knowledge into Pre-Trained Models with Adapters},
 url = {https://doi.org/10.18653/v1/2021.findings-acl.121},
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@inproceedings{WangWLDK20,
 author = {Zhuoyi Wang and
Yigong Wang and
Yu Lin and
Evan Delord and
Latifur Khan},
 booktitle = {Proceedings of WWW},
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@inproceedings{WangWRB21,
 author = {Jixuan Wang and
Kuan{-}Chieh Wang and
Frank Rudzicz and
Michael Brudno},
 booktitle = {Proceedings of NeurIPS},
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 title = {Grad2Task: Improved Few-shot Text Classification Using Gradients for
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 author = {Yaqing Wang and
Quanming Yao and
James T. Kwok and
Lionel M. Ni},
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 author = {Yucheng Wang and
Bowen Yu and
Yueyang Zhang and
Tingwen Liu and
Hongsong Zhu and
Limin Sun},
 booktitle = {Proceedings of COLING},
 pages = {1572--1582},
 title = {TPLinker: Single-stage Joint Extraction of Entities and Relations Through Token Pair Linking},
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Chenglong Bao and
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Yi Zhong},
 booktitle = {Proceedings of NeurIPS},
 pages = {22379--22391},
 title = {{AFEC:} Active Forgetting of Negative Transfer in Continual Learning},
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 title = {{FL-MSRE:} {A} Few-Shot Learning based Approach to Multimodal Social
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 booktitle = {Proceedings of CVPR},
 pages = {2623--2632},
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Su, Jianlin  and
Wang, Yue  and
Tian, Yuan  and
Chang, Yi},
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@inproceedings{wei-etal-2021-shot,
 author = {Wei, Jason  and
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Vosoughi, Soroush  and
Cheng, Yu  and
Xu, Shiqi},
 booktitle = {Proceedings of NAACL-HLT},
 pages = {5493--5500},
 title = {Few-Shot Text Classification with Triplet Networks, Data Augmentation, and Curriculum Learning},
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@inproceedings{wei-etal-2021-trigger,
 author = {Wei, Kaiwen  and
Sun, Xian  and
Zhang, Zequn  and
Zhang, Jingyuan  and
Zhi, Guo  and
Jin, Li},
 booktitle = {Proceedings of ACL},
 pages = {4672--4682},
 title = {Trigger is Not Sufficient: Exploiting Frame-aware Knowledge for Implicit Event Argument Extraction},
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 year = {2021}
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 year = {2021}
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@inproceedings{WeiD0L21,
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 author = {Wertheimer, Davis and Tang, Luming and Hariharan, Bharath},
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 title = {Few-Shot Classification With Feature Map Reconstruction Networks},
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@inproceedings{wiegreffe-etal-2022-reframing,
 author = {Wiegreffe, Sarah  and
Hessel, Jack  and
Swayamdipta, Swabha  and
Riedl, Mark  and
Choi, Yejin},
 booktitle = {Proceedings of NAACL},
 pages = {632--658},
 title = {Reframing Human-{AI} Collaboration for Generating Free-Text Explanations},
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}

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 author = {Wilcox, Ethan  and
Qian, Peng  and
Futrell, Richard  and
Kohita, Ryosuke  and
Levy, Roger  and
Ballesteros, Miguel},
 booktitle = {Proceedings of EMNLP},
 pages = {4640--4652},
 title = {Structural Supervision Improves Few-Shot Learning and Syntactic Generalization in Neural Language Models},
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}

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 booktitle = {Proceedings of NeurIPS},
 title = {Disentangling Transfer in Continual Reinforcement Learning},
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Michal Zajac and
Razvan Pascanu and
Lukasz Kucinski and
Piotr Milos},
 booktitle = {Proceedings of NeurIPS},
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 title = {Continual World: {A} Robotic Benchmark For Continual Reinforcement
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Chaumond, Julien  and
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@inproceedings{wu-shi-2021-synchronous,
 author = {Wu, Hui  and
Shi, Xiaodong},
 booktitle = {Proceedings of EMNLP},
 pages = {2769--2779},
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 year = {2021}
}

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Yinpeng Chen and
Lijuan Wang and
Yuancheng Ye and
Zicheng Liu and
Yandong Guo and
Yun Fu},
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Qi Dai and
Jing Liu and
Bo Li and
Weiping Wang},
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 pages = {9069--9077},
 title = {Deep Incremental Hashing Network for Efficient Image Retrieval},
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 author = {Guile Wu and
Shaogang Gong},
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 title = {Generalising without Forgetting for Lifelong Person Re-Identification},
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Luis Herranz and
Xialei Liu and
Yaxing Wang and
Joost van de Weijer and
Bogdan Raducanu},
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Xuekai Li and
Yuan{-}Fang Li and
Gholamreza Haffari and
Guilin Qi and
Yujin Zhu and
Guoqiang Xu},
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Ying Li and
Dawei Zhang and
Yang Zhou and
Zhonghai Wu},
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@inproceedings{xia-etal-2020-composed,
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Xiong, Caiming  and
Yu, Philip  and
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}

@inproceedings{xia-etal-2021-incremental,
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Yin, Wenpeng  and
Feng, Yihao  and
Yu, Philip},
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 title = {Incremental Few-shot Text Classification with Multi-round New Classes: Formulation, Dataset and System},
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}

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Ying Fu and
Pan Ji and
Hua Huang},
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@inproceedings{xiao-etal-2020-denoising,
 author = {Xiao, Chaojun  and
Yao, Yuan  and
Xie, Ruobing  and
Han, Xu  and
Liu, Zhiyuan  and
Sun, Maosong  and
Lin, Fen  and
Lin, Leyu},
 booktitle = {Proceedings of EMNLP},
 pages = {3683--3688},
 title = {Denoising Relation Extraction from Document-level Distant Supervision},
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 year = {2020}
}

@inproceedings{xiao-etal-2022-sais,
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Zhang, Zecheng  and
Mao, Yuning  and
Yang, Carl  and
Han, Jiawei},
 booktitle = {Proceedings of NAACL},
 pages = {2395--2409},
 title = {{SAIS}: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction},
 url = {https://aclanthology.org/2022.naacl-main.171},
 year = {2022}
}

@inproceedings{xie-etal-2021-revisiting,
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Liang, Jiaqing  and
Liu, Jingping  and
Huang, Chengsong  and
Huang, Wenhao  and
Xiao, Yanghua},
 booktitle = {Proceedings of ACL},
 pages = {3572--3581},
 title = {Revisiting the Negative Data of Distantly Supervised Relation Extraction},
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Haoming Jiang and
Feng Liu and
Tuo Zhao and
Hongyuan Zha},
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Negar Rostamzadeh and
Boris N. Oreshkin and
Pedro O. Pinheiro},
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@inproceedings{xu-etal-2021-augnlg,
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Wang, Guoyin  and
Kim, Young-Bum  and
Lee, Sungjin},
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 title = {{A}ug{NLG}: Few-shot Natural Language Generation using Self-trained Data Augmentation},
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 year = {2021}
}

@inproceedings{xu-etal-2021-document,
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Liu, Tianyu  and
Li, Lei  and
Chang, Baobao},
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 title = {Document-level Event Extraction via Heterogeneous Graph-based Interaction Model with a Tracker},
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 year = {2021}
}

@inproceedings{xu-etal-2022-document,
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Chen, Kehai  and
Mou, Lili  and
Zhao, Tiejun},
 booktitle = {Proceedings of NAACL},
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 title = {Document-Level Relation Extraction with Sentences Importance Estimation and Focusing},
 url = {https://aclanthology.org/2022.naacl-main.212},
 year = {2022}
}

@inproceedings{xu-etal-2022-emrel,
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Wang, Quan  and
Lyu, Yajuan  and
Shi, Yabing  and
Zhu, Yong  and
Gao, Jie  and
Mao, Zhendong},
 booktitle = {Proceedings of NAACL},
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 title = {{E}m{R}el: Joint Representation of Entities and Embedded Relations for Multi-triple Extraction},
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 year = {2022}
}

@inproceedings{xu-etal-2022-two,
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Wang, Peiyi  and
Liu, Tianyu  and
Zeng, Shuang  and
Chang, Baobao  and
Sui, Zhifang},
 booktitle = {Proceedings of NAACL},
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 title = {A Two-Stream {AMR}-enhanced Model for Document-level Event Argument Extraction},
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 title = {Learning Dynamic Alignment via Meta-Filter for Few-Shot Learning},
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 year = {2021}
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 year = {2022}
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 title = {A Partition Filter Network for Joint Entity and Relation Extraction},
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 booktitle = {Proceedings of ACL},
 pages = {6298--6308},
 publisher = {Association for Computational Linguistics},
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 year = {2021}
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 year = {2021}
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Sun, Maosong},
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Qin, Guanghui  and
Chen, Yunmo  and
Guo, Jialiang  and
Harman, Craig  and
Murray, Kenton  and
White, Aaron Steven  and
Dredze, Mark  and
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 title = {{C}ross{F}it: A Few-shot Learning Challenge for Cross-task Generalization in {NLP}},
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@inproceedings{ye-etal-2022-packed,
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Lin, Yankai  and
Li, Peng  and
Sun, Maosong},
 booktitle = {Proceedings of ACL},
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 title = {Packed Levitated Marker for Entity and Relation Extraction},
 url = {https://aclanthology.org/2022.acl-long.337},
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@inproceedings{ye2022how,
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Maosong Sun},
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}