raw_methods.bib

@inproceedings{amizadehNeuroSymbolicVisualReasoning2020,
  title = {Neuro-{{Symbolic Visual Reasoning}}: {{Disentangling}} “{{Visual}}” from “{{Reasoning}}”},
  booktitle = {Proc. 37th {{Int}}. {{Conf}}. {{Mach}}. {{Learn}}.},
  author = {Amizadeh, Saeed and Palangi, Hamid and Polozov, Alex and Huang, Yichen and Koishida, Kazuhito},
  year = {2020},
  pages = {279--290},
  issn = {2640-3498},
  url = {https://proceedings.mlr.press/v119/amizadeh20a.html},
  urldate = {2022-10-24}
}

@inproceedings{andreasNeuralModuleNetworks2016,
  title = {Neural {{Module Networks}}},
  booktitle = {2016 {{IEEE Conf}}. {{Comput}}. {{Vis}}. {{Pattern Recognit}}. {{CVPR}}},
  author = {Andreas, Jacob and Rohrbach, Marcus and Darrell, Trevor and Klein, Dan},
  year = {2016},
  pages = {39--48},
  url = {http://ieeexplore.ieee.org/document/7780381/},
  urldate = {2022-10-24}
}

@inproceedings{chenGroundingPhysicalConcepts2022,
  title = {Grounding {{Physical Concepts}} of {{Objects}} and {{Events Through Dynamic Visual Reasoning}}},
  booktitle = {International {{Conference}} on {{Learning Representations}}},
  author = {Chen, Zhenfang and Mao, Jiayuan and Wu, Jiajun and Wong, Kwan-Yee Kenneth and Tenenbaum, Joshua B. and Gan, Chuang},
  year = {2022},
  url = {https://openreview.net/forum?id=bhCDO_cEGCz},
  urldate = {2022-10-24}
}

@inproceedings{chenMetaModuleNetwork2021,
  title = {Meta {{Module Network}} for {{Compositional Visual Reasoning}}},
  booktitle = {2021 {{IEEE Winter Conf}}. {{Appl}}. {{Comput}}. {{Vis}}. {{WACV}}},
  author = {Chen, Wenhu and Gan, Zhe and Li, Linjie and Cheng, Yu and Wang, William and Liu, Jingjing},
  year = {2021},
  pages = {655--664},
  url = {https://ieeexplore.ieee.org/document/9423385/},
  urldate = {2022-10-25}
}

@inproceedings{dingDynamicVisualReasoning2021,
  title = {Dynamic {{Visual Reasoning}} by {{Learning Differentiable Physics Models}} from {{Video}} and {{Language}}},
  booktitle = {Adv. {{Neural Inf}}. {{Process}}. {{Syst}}.},
  author = {Ding, Mingyu and Chen, Zhenfang and Du, Tao and Luo, Ping and Tenenbaum, Josh and Gan, Chuang},
  year = {2021},
  volume = {34},
  pages = {887--899},
  url = {https://proceedings.neurips.cc/paper/2021/hash/07845cd9aefa6cde3f8926d25138a3a2-Abstract.html},
  urldate = {2022-10-24}
}

@inproceedings{eyzaguirreDifferentiableAdaptiveComputation2020,
  title = {Differentiable {{Adaptive Computation Time}} for {{Visual Reasoning}}},
  booktitle = {2020 {{IEEECVF Conf}}. {{Comput}}. {{Vis}}. {{Pattern Recognit}}. {{CVPR}}},
  author = {Eyzaguirre, Cristobal and Soto, Alvaro},
  year = {2020},
  pages = {12814--12822},
  url = {https://ieeexplore.ieee.org/document/9157369/},
  urldate = {2022-10-25}
}

@misc{girdharForwardPredictionPhysical2021,
  title = {Forward {{Prediction}} for {{Physical Reasoning}}},
  author = {Girdhar, Rohit and Gustafson, Laura and Adcock, Aaron and {\noopsort{maaten}}{van der Maaten}, Laurens},
  year = {2021},
  number = {arXiv:2006.10734},
  eprint = {2006.10734},
  eprinttype = {arxiv},
  primaryclass = {cs, stat},
  url = {http://arxiv.org/abs/2006.10734},
  urldate = {2022-10-25},
  archiveprefix = {arXiv},
  keywords = {Computer Science - Artificial Intelligence,Computer Science - Computer Vision and Pattern Recognition,Computer Science - Machine Learning,Statistics - Machine Learning}
}

@misc{hudsonCompositionalAttentionNetworks2018,
  title = {Compositional {{Attention Networks}} for {{Machine Reasoning}}},
  author = {Hudson, Drew A. and Manning, Christopher D.},
  year = {2018},
  number = {arXiv:1803.03067},
  eprint = {1803.03067},
  eprinttype = {arxiv},
  primaryclass = {cs},
  url = {http://arxiv.org/abs/1803.03067},
  urldate = {2022-10-18},
  archiveprefix = {arXiv},
  keywords = {Computer Science - Artificial Intelligence}
}

@inproceedings{hudsonLearningAbstractionNeural2019a,
  title = {Learning by {{Abstraction}}: {{The Neural State Machine}}},
  booktitle = {Adv. {{Neural Inf}}. {{Process}}. {{Syst}}.},
  author = {Hudson, Drew and Manning, Christopher D},
  year = {2019},
  volume = {32},
  url = {https://proceedings.neurips.cc/paper/2019/hash/c20a7ce2a627ba838cfbff082db35197-Abstract.html},
  urldate = {2022-10-24}
}

@inproceedings{huLearningReasonEndtoEnd2017,
  title = {Learning to {{Reason}}: {{End-to-End Module Networks}} for {{Visual Question Answering}}},
  booktitle = {2017 {{IEEE Int}}. {{Conf}}. {{Comput}}. {{Vis}}. {{ICCV}}},
  author = {Hu, Ronghang and Andreas, Jacob and Rohrbach, Marcus and Darrell, Trevor and Saenko, Kate},
  year = {2017},
  pages = {804--813},
  issn = {2380-7504},
  keywords = {Cognition,Knowledge discovery,Layout,Neural networks,Pragmatics,Predictive models,Visualization}
}

@inproceedings{johnsonInferringExecutingPrograms2017,
  title = {Inferring and {{Executing Programs}} for {{Visual Reasoning}}},
  booktitle = {2017 {{IEEE Int}}. {{Conf}}. {{Comput}}. {{Vis}}. {{ICCV}}},
  author = {Johnson, Justin and Hariharan, Bharath and Van Der Maaten, Laurens and Hoffman, Judy and {Fei-Fei}, Li and Zitnick, C. Lawrence and Girshick, Ross},
  year = {2017},
  pages = {3008--3017},
  url = {https://ieeexplore.ieee.org/document/8237587/},
  urldate = {2022-10-18}
}

@inproceedings{kimVisualReasoningProgressive2022,
  title = {Visual {{Reasoning}} by {{Progressive Module Networks}}},
  booktitle = {International {{Conference}} on {{Learning Representations}}},
  author = {Kim, Seung Wook and Tapaswi, Makarand and Fidler, Sanja},
  year = {2022},
  url = {https://openreview.net/forum?id=B1fpDsAqt7},
  urldate = {2022-10-25}
}

@inproceedings{maoGrammarBasedGroundedLexicon2022,
  title = {Grammar-{{Based Grounded Lexicon Learning}}},
  booktitle = {Advances in {{Neural Information Processing Systems}}},
  author = {Mao, Jiayuan and Shi, Freda H. and Wu, Jiajun and Levy, Roger P. and Tenenbaum, Joshua B.},
  year = {2022},
  url = {https://openreview.net/forum?id=iI6nkEZkOl},
  urldate = {2022-10-24}
}

@misc{maoNeuroSymbolicConceptLearner2019,
  title = {The {{Neuro-Symbolic Concept Learner}}: {{Interpreting Scenes}}, {{Words}}, and {{Sentences From Natural Supervision}}},
  author = {Mao, Jiayuan and Gan, Chuang and Kohli, Pushmeet and Tenenbaum, Joshua B. and Wu, Jiajun},
  year = {2019},
  number = {arXiv:1904.12584},
  eprint = {1904.12584},
  eprinttype = {arxiv},
  primaryclass = {cs},
  url = {http://arxiv.org/abs/1904.12584},
  urldate = {2022-10-18},
  archiveprefix = {arXiv},
  keywords = {Computer Science - Artificial Intelligence,Computer Science - Computation and Language,Computer Science - Computer Vision and Pattern Recognition,Computer Science - Machine Learning}
}

@inproceedings{maRelViTConceptguidedVision2022a,
  title = {{{RelViT}}: {{Concept-guided Vision Transformer}} for {{Visual Relational Reasoning}}},
  booktitle = {International {{Conference}} on {{Learning Representations}}},
  author = {Ma, Xiaojian and Nie, Weili and Yu, Zhiding and Jiang, Huaizu and Xiao, Chaowei and Zhu, Yuke and Zhu, Song-Chun and Anandkumar, Anima},
  year = {2022},
  url = {https://openreview.net/forum?id=afoV8W3-IYp},
  urldate = {2022-10-25}
}

@inproceedings{minhleDynamicLanguageBinding2020,
  title = {Dynamic {{Language Binding}} in {{Relational Visual Reasoning}}},
  booktitle = {Proc. {{Twenty-Ninth Int}}. {{Jt}}. {{Conf}}. {{Artif}}. {{Intell}}.},
  author = {Minh Le, Thao and Le, Vuong and Venkatesh, Svetha and Tran, Truyen},
  year = {2020},
  pages = {818--824},
  url = {https://www.ijcai.org/proceedings/2020/114},
  urldate = {2022-10-25}
}

@misc{perezFiLMVisualReasoning2017,
  title = {{{FiLM}}: {{Visual Reasoning}} with a {{General Conditioning Layer}}},
  author = {Perez, Ethan and Strub, Florian and {\noopsort{vries}}{de Vries}, Harm and Dumoulin, Vincent and Courville, Aaron},
  year = {2017},
  number = {arXiv:1709.07871},
  eprint = {1709.07871},
  eprinttype = {arxiv},
  primaryclass = {cs, stat},
  url = {http://arxiv.org/abs/1709.07871},
  urldate = {2022-10-18},
  archiveprefix = {arXiv},
  keywords = {Computer Science - Artificial Intelligence,Computer Science - Computation and Language,Computer Science - Computer Vision and Pattern Recognition,Statistics - Machine Learning}
}

@misc{santorosimpleneuralnetwork2017,
  title = {A Simple Neural Network Module for Relational Reasoning},
  author = {Santoro, Adam and Raposo, David and Barrett, David G. T. and Malinowski, Mateusz and Pascanu, Razvan and Battaglia, Peter and Lillicrap, Timothy},
  year = {2017},
  number = {arXiv:1706.01427},
  eprint = {1706.01427},
  eprinttype = {arxiv},
  primaryclass = {cs},
  url = {http://arxiv.org/abs/1706.01427},
  urldate = {2022-10-18},
  archiveprefix = {arXiv},
  keywords = {Computer Science - Computation and Language,Computer Science - Machine Learning}
}

@inproceedings{shiExplainableExplicitVisual2019,
  title = {Explainable and {{Explicit Visual Reasoning Over Scene Graphs}}},
  booktitle = {2019 {{IEEECVF Conf}}. {{Comput}}. {{Vis}}. {{Pattern Recognit}}. {{CVPR}}},
  author = {Shi, Jiaxin and Zhang, Hanwang and Li, Juanzi},
  year = {2019},
  pages = {8368--8376},
  url = {https://ieeexplore.ieee.org/document/8953666/},
  urldate = {2022-10-24}
}

@inproceedings{wangInterpretableVisualReasoning2021,
  title = {Interpretable {{Visual Reasoning}} via {{Induced Symbolic Space}}},
  booktitle = {2021 {{IEEECVF Int}}. {{Conf}}. {{Comput}}. {{Vis}}. {{ICCV}}},
  author = {Wang, Zhonghao and Wang, Kai and Yu, Mo and Xiong, Jinjun and Hwu, Wen-Mei and {Hasegawa-Johnson}, Mark and Shi, Humphrey},
  year = {2021},
  pages = {1858--1867},
  url = {https://ieeexplore.ieee.org/document/9710153/},
  urldate = {2022-10-25}
}

@inproceedings{wuChainReasoningVisual2018,
  title = {Chain of {{Reasoning}} for {{Visual Question Answering}}},
  booktitle = {Adv. {{Neural Inf}}. {{Process}}. {{Syst}}.},
  author = {Wu, Chenfei and Liu, Jinlai and Wang, Xiaojie and Dong, Xuan},
  year = {2018},
  volume = {31},
  url = {https://papers.nips.cc/paper/2018/hash/31fefc0e570cb3860f2a6d4b38c6490d-Abstract.html},
  urldate = {2022-11-02}
}

@inproceedings{xuWhatCanNeural2022,
  title = {What {{Can Neural Networks Reason About}}?},
  booktitle = {International {{Conference}} on {{Learning Representations}}},
  author = {Xu, Keyulu and Li, Jingling and Zhang, Mozhi and Du, Simon S. and Kawarabayashi, Ken-ichi and Jegelka, Stefanie},
  year = {2022},
  url = {https://openreview.net/forum?id=rJxbJeHFPS},
  urldate = {2022-10-25}
}

@misc{yiNeuralSymbolicVQADisentangling2019,
  title = {Neural-{{Symbolic VQA}}: {{Disentangling Reasoning}} from {{Vision}} and {{Language Understanding}}},
  author = {Yi, Kexin and Wu, Jiajun and Gan, Chuang and Torralba, Antonio and Kohli, Pushmeet and Tenenbaum, Joshua B.},
  year = {2019},
  number = {arXiv:1810.02338},
  eprint = {1810.02338},
  eprinttype = {arxiv},
  primaryclass = {cs},
  url = {http://arxiv.org/abs/1810.02338},
  urldate = {2022-10-18},
  archiveprefix = {arXiv},
  keywords = {Computer Science - Artificial Intelligence,Computer Science - Computation and Language,Computer Science - Computer Vision and Pattern Recognition,Computer Science - Machine Learning}
}

@inproceedings{zhangLearningAlgebraicRepresentation2022,
  title = {Learning {{Algebraic Representation}} for {{Systematic Generalization}} in {{Abstract Reasoning}}},
  booktitle = {Comput. {{Vis}}. – {{ECCV}} 2022},
  author = {Zhang, Chi and Xie, Sirui and Jia, Baoxiong and Wu, Ying Nian and Zhu, Song-Chun and Zhu, Yixin},
  editor = {Avidan, Shai and Brostow, Gabriel and Cissé, Moustapha and Farinella, Giovanni Maria and Hassner, Tal},
  year = {2022},
  series = {Lecture {{Notes}} in {{Computer Science}}},
  pages = {692--709},
  url = {https://link.springer.com/content/pdf/10.1007/978-3-031-19842-7_40.pdf}
}

@inproceedings{zhangLearningPerceptualInference2019,
  title = {Learning {{Perceptual Inference}} by {{Contrasting}}},
  booktitle = {Adv. {{Neural Inf}}. {{Process}}. {{Syst}}.},
  author = {Zhang, Chi and Jia, Baoxiong and Gao, Feng and Zhu, Yixin and Lu, HongJing and Zhu, Song-Chun},
  year = {2019},
  volume = {32},
  url = {https://proceedings.neurips.cc/paper/2019/hash/6766aa2750c19aad2fa1b32f36ed4aee-Abstract.html},
  urldate = {2022-10-25}
}

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