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 title = {Meta-tuning Language Models to Answer Prompts Better},
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 title = {Reducing Representation Drift in Online Continual Learning},
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 year = {2021}
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@article{abs-2104-07650,
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Ningyu Zhang and
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 title = {AdaPrompt: Adaptive Prompt-based Finetuning for Relation Extraction},
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@article{abs-2104-08350,
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Jiao Sun and
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Qiang Ning and
Dan Roth and
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 title = {{ESTER:} {A} Machine Reading Comprehension Dataset for Event Semantic
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@article{abs-2104-08691,
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@article{abs-2104-08773,
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Daniel Khashabi and
Chitta Baral and
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 title = {Natural Instructions: Benchmarking Generalization to New Tasks from
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@article{abs-2104-08786,
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 journal = {CoRR},
 title = {Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot
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 volume = {abs/2104.08786},
 year = {2021}
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@article{abs-2104-08812,
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 title = {Contrastive Out-of-Distribution Detection for Pretrained Transformers},
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@article{abs-2104-08826,
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 title = {GPT3Mix: Leveraging Large-scale Language Models for Text Augmentation},
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@article{abs-2104-14690,
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Han Fang and
Madian Khabsa and
Hanzi Mao and
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 title = {Entailment as Few-Shot Learner},
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@article{abs-2105-07464,
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Yulin Chen and
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 title = {Few-NERD: {A} Few-Shot Named Entity Recognition Dataset},
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@article{abs-2105-08445,
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@article{abs-2105-11259,
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@article{abs-2105-13880,
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 title = {iDARTS: Differentiable Architecture Search with Stochastic Implicit
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 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},
 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},
 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},
 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},
 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},
 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},
 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},
 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},
 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},
 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},
 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},
 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},
 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},
 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},
 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},
 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},
 volume = {abs/2201.12438},
 year = {2022}
}

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@inproceedings{cao-etal-2021-knowledgeable,
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 pages = {3482--3492},
 title = {Understanding the Effects of Batching in Online Active Learning},
 year = {2020}
}

@inproceedings{pmlr-v108-farajtabar20a,
 author = {Farajtabar, Mehrdad and Azizan, Navid and Mott, Alex and Li, Ang},
 booktitle = {Proceedings of AISTATS},
 pages = {3762--3773},
 title = {Orthogonal Gradient Descent for Continual Learning},
 year = {2020}
}

@inproceedings{pmlr-v119-bronskill20a,
 author = {Bronskill, John and Gordon, Jonathan and Requeima, James and Nowozin, Sebastian and Turner, Richard},
 booktitle = {Proceedings of ICML},
 pages = {1153--1164},
 title = {TaskNorm: Rethinking Batch Normalization for Meta-Learning},
 year = {2020}
}

@inproceedings{pmlr-v119-caccia20a,
 author = {Caccia, Lucas and Belilovsky, Eugene and Caccia, Massimo and Pineau, Joelle},
 booktitle = {Proceedings of ICML},
 pages = {1240--1250},
 title = {Online Learned Continual Compression with Adaptive Quantization Modules},
 year = {2020}
}

@inproceedings{pmlr-v119-chrysakis20a,
 author = {Chrysakis, Aristotelis and Moens, Marie-Francine},
 booktitle = {Proceedings of ICML},
 pages = {1952--1961},
 pdf = {http://proceedings.mlr.press/v119/chrysakis20a/chrysakis20a.pdf},
 title = {Online Continual Learning from Imbalanced Data},
 year = {2020}
}

@inproceedings{pmlr-v119-goldblum20a,
 author = {Goldblum, Micah and Reich, Steven and Fowl, Liam and Ni, Renkun and Cherepanova, Valeriia and Goldstein, Tom},
 booktitle = {Proceedings of ICML},
 pages = {3607--3616},
 title = {Unraveling Meta-Learning: Understanding Feature Representations for Few-Shot Tasks},
 year = {2020}
}

@inproceedings{pmlr-v119-gupta20a,
 author = {Gupta, Pankaj and Chaudhary, Yatin and Runkler, Thomas and Schuetze, Hinrich},
 booktitle = {Proceedings of ICML},
 pages = {3907--3917},
 pdf = {http://proceedings.mlr.press/v119/gupta20a/gupta20a.pdf},
 title = {Neural Topic Modeling with Continual Lifelong Learning},
 year = {2020}
}

@inproceedings{pmlr-v119-iakovleva20a,
 author = {Iakovleva, Ekaterina and Verbeek, Jakob and Alahari, Karteek},
 booktitle = {Proceedings of ICML},
 pages = {4572--4582},
 title = {Meta-Learning with Shared Amortized Variational Inference},
 year = {2020}
}

@inproceedings{pmlr-v119-knoblauch20a,
 author = {Knoblauch, Jeremias and Husain, Hisham and Diethe, Tom},
 booktitle = {Proceedings of ICML},
 pages = {5327--5337},
 title = {Optimal Continual Learning has Perfect Memory and is {NP}-hard},
 year = {2020}
}

@inproceedings{pmlr-v119-park20b,
 author = {Park, Seong-Jin and Han, Seungju and Baek, Ji-Won and Kim, Insoo and Song, Juhwan and Lee, Hae Beom and Han, Jae-Joon and Hwang, Sung Ju},
 booktitle = {Proceedings of ICML},
 pages = {7510--7520},
 title = {Meta Variance Transfer: Learning to Augment from the Others},
 year = {2020}
}

@inproceedings{pmlr-v119-qu20a,
 author = {Qu, Meng and Gao, Tianyu and Xhonneux, Louis-Pascal and Tang, Jian},
 booktitle = {Proceedings of ICML},
 pages = {7867--7876},
 title = {Few-shot Relation Extraction via Bayesian Meta-learning on Relation Graphs},
 year = {2020}
}

@inproceedings{pmlr-v119-teshima20a,
 author = {Teshima, Takeshi and Sato, Issei and Sugiyama, Masashi},
 booktitle = {Proceedings of ICML},
 pages = {9458--9469},
 title = {Few-shot Domain Adaptation by Causal Mechanism Transfer},
 year = {2020}
}

@inproceedings{pmlr-v119-wang20j,
 author = {Wang, Xin and Huang, Thomas and Gonzalez, Joseph and Darrell, Trevor and Yu, Fisher},
 booktitle = {Proceedings of ICML},
 pages = {9919--9928},
 title = {Frustratingly Simple Few-Shot Object Detection},
 year = {2020}
}

@inproceedings{pmlr-v119-yoon20b,
 author = {Yoon, Sung Whan and Kim, Do-Yeon and Seo, Jun and Moon, Jaekyun},
 booktitle = {Proceedings of ICML},
 pages = {10852--10860},
 title = {{X}tar{N}et: Learning to Extract Task-Adaptive Representation for Incremental Few-Shot Learning},
 year = {2020}
}

@inproceedings{pmlr-v130-chen21d,
 author = {Chen, Yining and Luo, Haipeng and Ma, Tengyu and Zhang, Chicheng},
 booktitle = {Proceedings of AISTATS},
 pages = {2053--2061},
 title = { Active Online Learning with Hidden Shifting Domains },
 year = {2021}
}

@inproceedings{pmlr-v130-li21a,
 author = {Li, Yuantong and Wang, Chi-Hua and Cheng, Guang},
 booktitle = {Proceedings of AISTATS},
 pages = {217--225},
 title = {Online Forgetting Process for Linear Regression Models},
 year = {2021}
}

@inproceedings{pmlr-v130-mehta21a,
 author = {Mehta, Nikhil and Liang, Kevin and Kumar Verma, Vinay and Carin Duke, Lawrence},
 booktitle = {Proceedings of AISTATS},
 pages = {100--108},
 title = {Continual Learning using a Bayesian Nonparametric Dictionary of Weight Factors},
 year = {2021}
}

@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},
 booktitle = {Proceedings of AISTATS},
 pages = {307--315},
 title = { Online Active Model Selection for Pre-trained Classifiers },
 year = {2021}
}

@inproceedings{pmlr-v130-zhao21b,
 author = {Zhao, Eric and Liu, Anqi and Anandkumar, Animashree and Yue, Yisong},
 booktitle = {Proceedings of AISTATS},
 pages = {3412--3420},
 title = {Active Learning under Label Shift },
 year = {2021}
}

@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},
 year = {2021}
}

@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},
 year = {2021}
}

@inproceedings{pmlr-v139-bai21a,
 author = {Bai, Yu and Chen, Minshuo and Zhou, Pan and Zhao, Tuo and Lee, Jason and Kakade, Sham and Wang, Huan and Xiong, Caiming},
 booktitle = {Proceedings of ICML},
 pages = {543--553},
 title = {How Important is the Train-Validation Split in Meta-Learning?},
 year = {2021}
}

@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},
 year = {2021}
}

@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},
 year = {2021}
}

@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},
 year = {2021}
}

@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},
 year = {2021}
}

@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},
 year = {2021}
}

@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},
 year = {2021}
}

@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},
 year = {2021}
}

@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},
 year = {2021}
}

@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},
 year = {2021}
}

@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},
 year = {2021}
}

@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},
 year = {2021}
}

@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},
 year = {2021}
}

@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},
 year = {2021}
}

@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},
 year = {2021}
}

@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},
 year = {2021}
}

@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},
 year = {2021}
}

@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},
 year = {2021}
}

@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},
 year = {2021}
}

@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},
 year = {2021}
}

@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},
 year = {2021}
}

@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},
 year = {2021}
}

@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},
 year = {2022}
}

@inproceedings{pmlr-v162-bugliarello22a,
 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},
 year = {2022}
}

@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},
 year = {2022}
}

@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},
 year = {2022}
}

@inproceedings{pmlr-v162-guo22g,
 author = {Guo, Yiduo and Liu, Bing and Zhao, Dongyan},
 booktitle = {Proceedings of ICML},
 pages = {8109--8126},
 title = {Online Continual Learning through Mutual Information Maximization},
 year = {2022}
}

@inproceedings{pmlr-v162-gurbuz22a,
 author = {Gurbuz, Mustafa B and Dovrolis, Constantine},
 booktitle = {Proceedings of ICML},
 pages = {8157--8174},
 title = {{NISPA}: Neuro-Inspired Stability-Plasticity Adaptation for Continual Learning in Sparse Networks},
 year = {2022}
}

@inproceedings{pmlr-v162-irie22a,
 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},
 year = {2022}
}

@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},
 year = {2022}
}

@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},
 year = {2022}
}

@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},
 year = {2022}
}

@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},
 year = {2022}
}

@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},
 year = {2022}
}

@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},
 year = {2022}
}

@inproceedings{pmlr-v162-niu22a,
 author = {Niu, Shuaicheng and Wu, Jiaxiang and Zhang, Yifan and Chen, Yaofo and Zheng, Shijian and Zhao, Peilin and Tan, Mingkui},
 booktitle = {Proceedings of ICML},
 pages = {16888--16905},
 title = {Efficient Test-Time Model Adaptation without Forgetting},
 year = {2022}
}

@inproceedings{pmlr-v162-rudner22a,
 author = {Rudner, Tim G. J. and Smith, Freddie Bickford and Feng, Qixuan and Teh, Yee Whye and Gal, Yarin},
 booktitle = {Proceedings of ICML},
 pages = {18871--18887},
 title = {Continual Learning via Sequential Function-Space Variational Inference},
 year = {2022}
}

@inproceedings{pmlr-v162-sharma22b,
 author = {Sharma, Sugandha and Chandra, Sarthak and Fiete, Ila},
 booktitle = {Proceedings of ICML},
 pages = {19658--19682},
 title = {Content Addressable Memory Without Catastrophic Forgetting by Heteroassociation with a Fixed Scaffold},
 year = {2022}
}

@inproceedings{pmlr-v162-shen22f,
 author = {Shen, Sheng and Walsh, Pete and Keutzer, Kurt and Dodge, Jesse and Peters, Matthew and Beltagy, Iz},
 booktitle = {Proceedings of ICML},
 pages = {19893--19908},
 title = {Staged Training for Transformer Language Models},
 year = {2022}
}

@inproceedings{pmlr-v162-wang22v,
 author = {Wang, Zhenyi and Shen, Li and Fang, Le and Suo, Qiuling and Duan, Tiehang and Gao, Mingchen},
 booktitle = {Proceedings of ICML},
 pages = {22985--22998},
 title = {Improving Task-free Continual Learning by Distributionally Robust Memory Evolution},
 year = {2022}
}

@inproceedings{pmlr-v162-wolczyk22a,
 author = {Wo{\l}czyk, Maciej and Piczak, Karol and W{\'o}jcik, Bartosz and Pustelnik, Lukasz and Morawiecki, Pawe{\l} and Tabor, Jacek and Trzcinski, Tomasz and Spurek, Przemys{\l}aw},
 booktitle = {Proceedings of ICML},
 pages = {23897--23911},
 title = {Continual Learning with Guarantees via Weight Interval Constraints},
 year = {2022}
}

@inproceedings{pmlr-v162-xu22g,
 author = {Xu, Mengdi and Shen, Yikang and Zhang, Shun and Lu, Yuchen and Zhao, Ding and Tenenbaum, Joshua and Gan, Chuang},
 booktitle = {Proceedings of ICML},
 pages = {24631--24645},
 title = {Prompting Decision Transformer for Few-Shot Policy Generalization},
 year = {2022}
}

@inproceedings{pmlr-v162-zhmoginov22a,
 author = {Zhmoginov, Andrey and Sandler, Mark and Vladymyrov, Maksym},
 booktitle = {Proceedings of ICML},
 pages = {27075--27098},
 title = {{H}yper{T}ransformer: Model Generation for Supervised and Semi-Supervised Few-Shot Learning},
 year = {2022}
}

@inproceedings{pmlr-v70-finn17a,
 author = {Chelsea Finn and Pieter Abbeel and Sergey Levine},
 booktitle = {Proceedings of ICML},
 pages = {1126--1135},
 title = {Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks},
 year = {2017}
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@inproceedings{pmlr-v70-munkhdalai17a,
 author = {Tsendsuren Munkhdalai and Hong Yu},
 booktitle = {Proceedings of ICML},
 pages = {2554--2563},
 title = {Meta Networks},
 year = {2017}
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@inproceedings{pmlr-v70-zenke17a,
 author = {Friedemann Zenke and Ben Poole and Surya Ganguli},
 booktitle = {Proceedings of ICML},
 pages = {3987--3995},
 title = {Continual Learning Through Synaptic Intelligence},
 year = {2017}
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@inproceedings{pmlr-v80-amit18a,
 author = {Amit, Ron and Meir, Ron},
 booktitle = {Proceedings of ICML},
 pages = {205--214},
 title = {Meta-Learning by Adjusting Priors Based on Extended {PAC}-{B}ayes Theory},
 year = {2018}
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@inproceedings{pmlr-v80-franceschi18a,
 author = {Franceschi, Luca and Frasconi, Paolo and Salzo, Saverio and Grazzi, Riccardo and Pontil, Massimiliano},
 booktitle = {Proceedings of ICML},
 pages = {1568--1577},
 title = {Bilevel Programming for Hyperparameter Optimization and Meta-Learning},
 year = {2018}
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@inproceedings{pmlr-v80-lee18a,
 author = {Lee, Yoonho and Choi, Seungjin},
 booktitle = {Proceedings of ICML},
 pages = {2927--2936},
 title = {Gradient-Based Meta-Learning with Learned Layerwise Metric and Subspace},
 year = {2018}
}

@inproceedings{pmlr-v80-schwarz18a,
 author = {Schwarz, Jonathan and Czarnecki, Wojciech and Luketina, Jelena and Grabska-Barwinska, Agnieszka and Teh, Yee Whye and Pascanu, Razvan and Hadsell, Raia},
 booktitle = {Proceedings of ICML},
 pages = {4528--4537},
 title = {Progress & Compress: A scalable framework for continual learning},
 year = {2018}
}

@inproceedings{pmlr-v80-zhao18c,
 author = {Zhao, Bo and Sun, Xinwei and Fu, Yanwei and Yao, Yuan and Wang, Yizhou},
 booktitle = {Proceedings of ICML},
 pages = {5912--5921},
 title = {MSplit LBI: Realizing Feature Selection and Dense Estimation Simultaneously in Few-shot and Zero-shot Learning},
 year = {2018}
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@inproceedings{pmlr-v97-allen19b,
 author = {Allen, Kelsey and Shelhamer, Evan and Shin, Hanul and Tenenbaum, Joshua},
 booktitle = {Proceedings of ICML},
 pages = {232--241},
 title = {Infinite Mixture Prototypes for Few-shot Learning},
 year = {2019}
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@inproceedings{pmlr-v97-houlsby19a,
 author = {Houlsby, Neil and Giurgiu, Andrei and Jastrzebski, Stanislaw and Morrone, Bruna and De Laroussilhe, Quentin and Gesmundo, Andrea and Attariyan, Mona and Gelly, Sylvain},
 booktitle = {Proceedings of ICML},
 pages = {2790--2799},
 title = {Parameter-Efficient Transfer Learning for {NLP}},
 year = {2019}
}

@inproceedings{pmlr-v97-li19c,
 author = {Li, Huaiyu and Dong, Weiming and Mei, Xing and Ma, Chongyang and Huang, Feiyue and Hu, Bao-Gang},
 booktitle = {Proceedings of ICML},
 pages = {3825--3834},
 title = {LGM-Net: Learning to Generate Matching Networks for Few-Shot Learning},
 year = {2019}
}

@inproceedings{pmlr-v97-li19m,
 author = {Li, Xilai and Zhou, Yingbo and Wu, Tianfu and Socher, Richard and Xiong, Caiming},
 booktitle = {Proceedings of ICML},
 pages = {3925--3934},
 title = {Learn to Grow: A Continual Structure Learning Framework for Overcoming Catastrophic Forgetting},
 year = {2019}
}

@inproceedings{pmlr-v97-yao19b,
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Shao{-}Hua Sun and
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Li, Qian  and
Hwang, Mei-Yuh  and
Zong, Chengqing  and
Li, Zhifei},
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 title = {Incremental Learning from Scratch for Task-Oriented Dialogue Systems},
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Xiong, Wenhan  and
Yu, Mo  and
Guo, Xiaoxiao  and
Chang, Shiyu  and
Wang, William Yang},
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 title = {Sentence Embedding Alignment for Lifelong Relation Extraction},
 year = {2019}
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@inproceedings{wang-etal-2020-efficient,
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Mehta, Sanket Vaibhav  and
Poczos, Barnabas  and
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}

@inproceedings{wang-etal-2020-joint,
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Chen, Muhao  and
Zhang, Hongming  and
Roth, Dan},
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 title = {Joint Constrained Learning for Event-Event Relation Extraction},
 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},
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@inproceedings{wang-etal-2020-pre,
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Sun, Changzhi  and
Wu, Yuanbin  and
Yan, Junchi  and
Gao, Peng  and
Xie, Guotong},
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 title = {Pre-training Entity Relation Encoder with Intra-span and Inter-span Information},
 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},
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 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},
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 pages = {2877--2887},
 title = {{ENPAR}:Enhancing Entity and Entity Pair Representations for Joint Entity Relation Extraction},
 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},
 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},
 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},
 year = {2021}
}

@inproceedings{wang-etal-2022-automatic,
 author = {Wang, Han  and
Xu, Canwen  and
McAuley, Julian},
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 title = {Automatic Multi-Label Prompting: Simple and Interpretable Few-Shot Classification},
 year = {2022}
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@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},
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@inproceedings{wang-etal-2022-rely,
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Chen, Muhao  and
Zhou, Wenxuan  and
Cai, Yujun  and
Liang, Yuxuan  and
Liu, Dayiheng  and
Yang, Baosong  and
Liu, Juncheng  and
Hooi, Bryan},
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 year = {2022}
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@inproceedings{wang-etal-2022-shot,
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Zhao, Handong  and
Kim, Sungchul  and
Mitra, Subrata  and
Zhang, Ruiyi  and
Henao, Ricardo},
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 title = {Few-Shot Class-Incremental Learning for Named Entity Recognition},
 year = {2022}
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@inproceedings{wang-lu-2020-two,
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Wang, Xuezhi  and
Yang, Diyi},
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@inproceedings{zhang-etal-2022-fine,
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Liang, Haowen  and
Zhang, Yuwei  and
Zhan, Li-Ming  and
Wu, Xiao-Ming  and
Lu, Xiaolei  and
Lam, Albert},
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@inproceedings{zhang-etal-2022-mgimn,
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Maimaiti, Mieradilijiang  and
Xing, Gao  and
Zheng, Yuanhang  and
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@inproceedings{zhang-ji-2021-abstract,
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Ji, Heng},
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@inproceedings{Zhang_2021_CVPR,
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@inproceedings{Zhang_2021_CVPR,
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