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Neural Module Networks

9 November 2015

Papers citing "Neural Module Networks"

50 / 653 papers shown

Title
NELLIE: A Neuro-Symbolic Inference Engine for Grounded, Compositional, and Explainable ReasoningInternational Joint Conference on Artificial Intelligence (IJCAI), 2022 Nathaniel Weir Peter Clark Benjamin Van Durme ReLM NAI LRM 213 21 0 16 Sep 2022
Towards Better Generalization with Flexible Representation of Multi-Module Graph Neural Networks Hyungeun Lee Kijung Yoon AI4CE 159 2 0 14 Sep 2022
Foundations and Trends in Multimodal Machine Learning: Principles, Challenges, and Open QuestionsACM Computing Surveys (ACM CSUR), 2022 Paul Pu Liang Amir Zadeh Louis-Philippe Morency 278 159 0 07 Sep 2022
Learning and Compositionality: a Unification Attempt via Connectionist Probabilistic Programming Ximing Qiao Hai Helen Li 66 0 0 26 Aug 2022
On a Built-in Conflict between Deep Learning and Systematic Generalization Yuanpeng Li OOD 197 0 0 24 Aug 2022
ChiQA: A Large Scale Image-based Real-World Question Answering Dataset for Multi-Modal UnderstandingInternational Conference on Information and Knowledge Management (CIKM), 2022 Bingning Wang Feiya Lv Ting Yao Yiming Yuan Jin Ma Yu Luo Haijin Liang 148 4 0 05 Aug 2022
Unit Testing for Concepts in Neural NetworksTransactions of the Association for Computational Linguistics (TACL), 2022 Charles Lovering Ellie Pavlick 188 30 0 28 Jul 2022
Toward Transparent AI: A Survey on Interpreting the Inner Structures of Deep Neural Networks Tilman Raukur A. Ho Stephen Casper Dylan Hadfield-Menell AAML AI4CE 722 165 0 27 Jul 2022
Visual Perturbation-aware Collaborative Learning for Overcoming the Language Prior Problem Yudong Han Liqiang Nie Jianhua Yin Yue Yu Yan Yan 211 23 0 24 Jul 2022
From Multi-label Learning to Cross-Domain Transfer: A Model-Agnostic Approach Jesse Read OOD 168 4 0 24 Jul 2022
Semantic-aware Modular Capsule Routing for Visual Question AnsweringIEEE Transactions on Image Processing (IEEE TIP), 2022 Yudong Han Jianhua Yin Yue Yu Yin-wei Wei Liqiang Nie 179 10 0 21 Jul 2022
How to Reuse and Compose Knowledge for a Lifetime of Tasks: A Survey on Continual Learning and Functional Composition Jorge Armando Mendez Mendez Eric Eaton KELM CLL 257 35 0 15 Jul 2022
CompoSuite: A Compositional Reinforcement Learning Benchmark Jorge Armando Mendez Mendez Marcel Hussing Meghna Gummadi Eric Eaton CoGe OffRL 174 16 0 08 Jul 2022
Compositional Generalization in Grounded Language Learning via Induced Model SparsityNorth American Chapter of the Association for Computational Linguistics (NAACL), 2022 Sam Spilsbury Alexander Ilin 192 8 0 06 Jul 2022
Interpretable by Design: Learning Predictors by Composing Interpretable QueriesIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Aditya Chattopadhyay Stewart Slocum B. Haeffele René Vidal D. Geman 231 30 0 03 Jul 2022
Modular Lifelong Reinforcement Learning via Neural CompositionInternational Conference on Learning Representations (ICLR), 2022 Jorge Armando Mendez Mendez H. V. Seijen Eric Eaton OffRL KELM CLL 263 49 0 01 Jul 2022
ZeroC: A Neuro-Symbolic Model for Zero-shot Concept Recognition and Acquisition at Inference TimeNeural Information Processing Systems (NeurIPS), 2022 Tailin Wu Megan Tjandrasuwita Zhengxuan Wu Xuelin Yang Kevin Liu Rok Sosivc J. Leskovec 166 25 0 30 Jun 2022
From Perception to Programs: Regularize, Overparameterize, and Amortize Hao Tang Kevin Ellis NAI 170 12 0 13 Jun 2022
LegoNN: Building Modular Encoder-Decoder ModelsIEEE/ACM Transactions on Audio Speech and Language Processing (TASLP), 2022 Siddharth Dalmia Dmytro Okhonko M. Lewis Sergey Edunov Shinji Watanabe Florian Metze Luke Zettlemoyer Abdel-rahman Mohamed AuLLM MoE 135 16 0 07 Jun 2022
Is a Modular Architecture Enough?Neural Information Processing Systems (NeurIPS), 2022 Sarthak Mittal Yoshua Bengio Guillaume Lajoie 286 56 0 06 Jun 2022
Pruning for Feature-Preserving Circuits in CNNs Christopher Hamblin Talia Konkle G. Alvarez 279 2 0 03 Jun 2022
ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft PromptsConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Akari Asai Mohammadreza Salehi Matthew E. Peters Hannaneh Hajishirzi 361 119 0 24 May 2022
NS3: Neuro-Symbolic Semantic Code SearchNeural Information Processing Systems (NeurIPS), 2022 Shushan Arakelyan Anna Hakhverdyan Miltiadis Allamanis Luis Garcia Christophe Hauser Xiang Ren 221 14 0 21 May 2022
Selection-Inference: Exploiting Large Language Models for Interpretable Logical ReasoningInternational Conference on Learning Representations (ICLR), 2022 Antonia Creswell Murray Shanahan I. Higgins ReLM LRM 281 423 0 19 May 2022
QLEVR: A Diagnostic Dataset for Quantificational Language and Elementary Visual Reasoning Zechen Li Anders Søgaard 114 7 0 06 May 2022
METGEN: A Module-Based Entailment Tree Generation Framework for Answer Explanation Ruixin Hong Hongming Zhang Xintong Yu Changshui Zhang ReLM LRM 193 37 0 05 May 2022
Neurocompositional computing: From the Central Paradox of Cognition to a new generation of AI systemsThe AI Magazine (AI Mag.), 2022 P. Smolensky R. Thomas McCoy Roland Fernandez Matthew A. Goldrick Jia-Hao Gao 160 70 0 02 May 2022
Visual Spatial ReasoningTransactions of the Association for Computational Linguistics (TACL), 2022 Fangyu Liu Guy Edward Toh Emerson Nigel Collier ReLM 428 253 0 30 Apr 2022
OPERA:Operation-Pivoted Discrete Reasoning over TextNorth American Chapter of the Association for Computational Linguistics (NAACL), 2022 Yongwei Zhou Junwei Bao Chaoqun Duan Haipeng Sun Jiahui Liang Yifan Wang Jing Zhao Youzheng Wu Xiaodong He Tiejun Zhao LRM 210 11 0 29 Apr 2022
Attention Mechanism based Cognition-level Scene Understanding Xuejiao Tang Tai Le Quy LRM 276 0 0 17 Apr 2022
Measuring Compositional Consistency for Video Question AnsweringComputer Vision and Pattern Recognition (CVPR), 2022 Mona Gandhi Mustafa Omer Gul Eva Prakash Madeleine Grunde-McLaughlin Ranjay Krishna Maneesh Agrawala CoGe 184 17 0 14 Apr 2022
Brainish: Formalizing A Multimodal Language for Intelligence and Consciousness Paul Pu Liang 302 6 0 14 Apr 2022
Do Vision-Language Pretrained Models Learn Composable Primitive Concepts? Tian Yun Usha Bhalla Ellie Pavlick Chen Sun ReLM CoGe VLM LRM 219 33 0 31 Mar 2022
Learning to Answer Questions in Dynamic Audio-Visual ScenariosComputer Vision and Pattern Recognition (CVPR), 2022 Guangyao Li Yake Wei Yapeng Tian Chenliang Xu Ji-Rong Wen Di Hu 251 200 0 26 Mar 2022
Possibility Before Utility: Learning And Using Hierarchical AffordancesInternational Conference on Learning Representations (ICLR), 2022 Robby Costales Shariq Iqbal Fei Sha 170 5 0 23 Mar 2022
Learning to Reason Deductively: Math Word Problem Solving as Complex Relation ExtractionAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Zhanming Jie Jierui Li Wei Lu ReLM AIMat 213 83 0 19 Mar 2022
Continual Learning for Multivariate Time Series Tasks with Variable Input DimensionsIndustrial Conference on Data Mining (IDM), 2021 Vibhor Gupta Jyoti Narwariya Pankaj Malhotra Lovekesh Vig Gautam M. Shroff AI4TS 98 26 0 14 Mar 2022
An Interpretable Neuro-Symbolic Reasoning Framework for Task-Oriented Dialogue GenerationAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Shiquan Yang Rui Zhang S. Erfani Jey Han Lau LRM 139 15 0 11 Mar 2022
Dynamic Key-value Memory Enhanced Multi-step Graph Reasoning for Knowledge-based Visual Question AnsweringAAAI Conference on Artificial Intelligence (AAAI), 2022 Mingxiao Li Marie-Francine Moens 177 19 0 06 Mar 2022
DIME: Fine-grained Interpretations of Multimodal Models via Disentangled Local ExplanationsAAAI/ACM Conference on AI, Ethics, and Society (AIES), 2022 Yiwei Lyu Paul Pu Liang Zihao Deng Ruslan Salakhutdinov Louis-Philippe Morency 211 50 0 03 Mar 2022
Vision-Language Intelligence: Tasks, Representation Learning, and Large Models Feng Li Hao Zhang Yi-Fan Zhang Shixuan Liu Jian Guo L. Ni Pengchuan Zhang Lei Zhang AI4TS VLM 189 40 0 03 Mar 2022
Combining Modular Skills in Multitask Learning Edoardo Ponti Alessandro Sordoni Yoshua Bengio Siva Reddy MoE 285 41 0 28 Feb 2022
On Modality Bias Recognition and Reduction Yangyang Guo Liqiang Nie Harry Cheng Zhiyong Cheng Mohan S. Kankanhalli Marco Bertini 246 48 0 25 Feb 2022
Joint Answering and Explanation for Visual Commonsense ReasoningIEEE Transactions on Image Processing (IEEE TIP), 2022 Zhenyang Li Yangyang Guo Ke-Jyun Wang Yin-wei Wei Liqiang Nie Mohan S. Kankanhalli 238 25 0 25 Feb 2022
Improving Systematic Generalization Through Modularity and AugmentationAnnual Meeting of the Cognitive Science Society (CogSci), 2022 Laura Ruis Brenden M. Lake 194 18 0 22 Feb 2022
Grammar-Based Grounded Lexicon LearningNeural Information Processing Systems (NeurIPS), 2022 Jiayuan Mao Haoyue Shi Jiajun Wu R. Levy J. Tenenbaum NAI 193 17 0 17 Feb 2022
HAKE: A Knowledge Engine Foundation for Human Activity UnderstandingIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Yong-Lu Li Xinpeng Liu Xiaoqian Wu Yizhuo Li Zuoyu Qiu Liang Xu Yue Xu Haoshu Fang Cewu Lu 175 45 0 14 Feb 2022
Electricity Consumption Forecasting for Out-of-distribution Time-of-Use Tariffs Jyoti Narwariya Chetan Verma Pankaj Malhotra Lovekesh Vig E. Subramanian Sanjay Bhat AI4TS 125 3 0 11 Feb 2022
Compositionality as Lexical SymmetryAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Ekin Akyürek Jacob Andreas CoGe 286 10 0 30 Jan 2022
Reasoning Like Program ExecutorsConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Xinyu Pi Qian Liu Bei Chen Morteza Ziyadi Zeqi Lin Qiang Fu Yan Gao Jian-Guang Lou Weizhu Chen ReLM LRM 1.1K 55 0 27 Jan 2022