The Neuro-Symbolic Concept Learner: Interpreting Scenes, Words, and Sentences From Natural Supervision

26 April 2019

Jiayuan Mao

Chuang Gan

Jiajun Wu

Papers citing "The Neuro-Symbolic Concept Learner: Interpreting Scenes, Words, and Sentences From Natural Supervision"

50 / 425 papers shown

Title
Zero-Shot Classification by Logical Reasoning on Natural Language ExplanationsAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Chi Han Hengzhi Pei Xinya Du Heng Ji NAI 186 4 0 07 Nov 2022
Generalization Differences between End-to-End and Neuro-Symbolic Vision-Language Reasoning SystemsConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Peng Guo Jesse Thomason Robin Jia VLM OOD NAI LRM 117 8 0 26 Oct 2022
Neural Attentive CircuitsNeural Information Processing Systems (NeurIPS), 2022 Nasim Rahaman M. Weiß Francesco Locatello C. Pal Yoshua Bengio Bernhard Schölkopf Erran L. Li Nicolas Ballas 259 8 0 14 Oct 2022
Self-explaining deep models with logic rule reasoningNeural Information Processing Systems (NeurIPS), 2022 Seungeon Lee Xiting Wang Sungwon Han Xiaoyuan Yi Xing Xie M. Cha NAI ReLM LRM 229 22 0 13 Oct 2022
Neural-Symbolic Recursive Machine for Systematic GeneralizationInternational Conference on Learning Representations (ICLR), 2022 Qing Li Yixin Zhu Yitao Liang Ying Nian Wu Song-Chun Zhu Siyuan Huang NAI 320 14 0 04 Oct 2022
Extending Compositional Attention Networks for Social Reasoning in VideosInterspeech (Interspeech), 2022 Christina Sartzetaki Georgios Paraskevopoulos Alexandros Potamianos LRM 152 3 0 03 Oct 2022
Enhancing Interpretability and Interactivity in Robot Manipulation: A Neurosymbolic Approach Georgios Tziafas Hamidreza Kasaei LM&Ro 287 5 0 03 Oct 2022
Formal Conceptual Views in Neural Networks Johannes Hirth Tom Hanika 111 2 0 27 Sep 2022
Greybox XAI: a Neural-Symbolic learning framework to produce interpretable predictions for image classificationKnowledge-Based Systems (KBS), 2022 Adrien Bennetot Gianni Franchi Javier Del Ser Raja Chatila Natalia Díaz Rodríguez AAML 204 32 0 26 Sep 2022
Towards Faithful Model Explanation in NLP: A SurveyComputational Linguistics (CL), 2022 Qing Lyu Marianna Apidianaki Chris Callison-Burch XAI 458 163 0 22 Sep 2022
The Embeddings World and Artificial General IntelligenceCognitive Systems Research (Cogn. Syst. Res.), 2022 M. H. Chehreghani 72 5 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
Trust in Language Grounding: a new AI challenge for human-robot teams David M. Bossens C. Evers 216 1 0 05 Sep 2022
JARVIS: A Neuro-Symbolic Commonsense Reasoning Framework for Conversational Embodied Agents Kai Zheng KAI-QING Zhou Jing Gu Yue Fan Jialu Wang Zong-xiao Li Xuehai He Xinze Wang LM&Ro 292 48 0 28 Aug 2022
Learning and Compositionality: a Unification Attempt via Connectionist Probabilistic Programming Ximing Qiao Hai Helen Li 66 0 0 26 Aug 2022
Neuro-Symbolic Visual DialogInternational Conference on Computational Linguistics (COLING), 2022 Adnen Abdessaied Mihai Bâce Andreas Bulling NAI 147 4 0 22 Aug 2022
Challenges in Applying Robotics to Retail Store Management Vartika Sengar Aditya Kapoor Nijil George Vighnesh Vatsal J. Gubbi P. Balamuralidhar Arpan Pal 126 6 0 18 Aug 2022
CLEVR-Math: A Dataset for Compositional Language, Visual and Mathematical ReasoningInternational Workshop on Neural-Symbolic Learning and Reasoning (NeSy), 2022 Adam Dahlgren Lindström Savitha Sam Abraham 102 89 0 10 Aug 2022
Neuro-Symbolic Learning: Principles and Applications in Ophthalmology Muhammad Hassan Haifei Guan Aikaterini Melliou Yuqi Wang Qianhui Sun ... Qi Huang Jiefu Tan Qinwang Xing Peiwu Qin Dongmei Yu NAI 235 19 0 31 Jul 2022
3D Concept Grounding on Neural FieldsNeural Information Processing Systems (NeurIPS), 2022 Yining Hong Yilun Du Chun-Tse Lin J. Tenenbaum Chuang Gan 191 23 0 13 Jul 2022
Hierarchical Symbolic Reasoning in Hyperbolic Space for Deep Discriminative Models Ainkaran Santhirasekaram Avinash Kori A. Rockall Mathias Winkler Francesca Toni Ben Glocker FAtt 129 4 0 05 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 223 30 0 03 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 24 0 30 Jun 2022
Programmatic Concept Learning for Human Motion Description and SynthesisComputer Vision and Pattern Recognition (CVPR), 2022 Sumith Kulal Jiayuan Mao A. Aiken Jiajun Wu 156 8 0 27 Jun 2022
Neuro-Symbolic Procedural Planning with Commonsense PromptingInternational Conference on Learning Representations (ICLR), 2022 Yujie Lu Weixi Feng Wanrong Zhu Wenda Xu Xinze Wang Miguel P. Eckstein William Yang Wang LM&Ro 419 39 0 06 Jun 2022
Machine Learning for Microcontroller-Class Hardware: A ReviewIEEE Sensors Journal (IEEE Sens. J.), 2022 Swapnil Sayan Saha S. Sandha Mani B. Srivastava 435 168 0 29 May 2022
Visual Superordinate Abstraction for Robust Concept LearningMachine Intelligence Research (MIR), 2022 Qinjie Zheng Chaoyue Wang Dadong Wang Dacheng Tao VLM 172 3 0 28 May 2022
NeuPSL: Neural Probabilistic Soft LogicInternational Joint Conference on Artificial Intelligence (IJCAI), 2022 Connor Pryor Charles Dickens Eriq Augustine Alon Albalak William Wang Lise Getoor NAI 266 44 0 27 May 2022
Sim-To-Real Transfer of Visual Grounding for Human-Aided Ambiguity Resolution Georgios Tziafas S. Kasaei 241 2 0 24 May 2022
Using Natural Language and Program Abstractions to Instill Human Inductive Biases in MachinesNeural Information Processing Systems (NeurIPS), 2022 Sreejan Kumar Carlos G. Correa Ishita Dasgupta Raja Marjieh Michael Y. Hu Robert D. Hawkins Nathaniel D. Daw Jonathan D. Cohen Karthik Narasimhan Thomas Griffiths AI4CE 286 31 0 23 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
Automatic Rule Induction for Interpretable Semi-Supervised LearningConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Reid Pryzant Ziyi Yang Yichong Xu Chenguang Zhu Michael Zeng 243 10 0 18 May 2022
Generalizable Task Planning through Representation PretrainingIEEE Robotics and Automation Letters (RA-L), 2022 Chen Wang Danfei Xu Li Fei-Fei LM&Ro 243 34 0 16 May 2022
A Neuro-Symbolic ASP Pipeline for Visual Question AnsweringTheory and Practice of Logic Programming (TPLP), 2022 Thomas Eiter N. Higuera J. Oetsch Michael Pritz NAI 149 22 0 16 May 2022
Autonomous Electric Vehicle Battery Disassembly Based on NeuroSymbolic ComputingIntelligent Systems with Applications (ISA), 2022 Hengwei Zhang Hua Yang Haitao Wang Zhigang Wang Sheng Z. Zhang Ming Chen 133 17 0 16 May 2022
Human-in-the-loop online multi-agent approach to increase trustworthiness in ML models through trust scores and data augmentationAnnual International Computer Software and Applications Conference (COMPSAC), 2022 Gusseppe Bravo Rocca Peini Liu Jordi Guitart Ajay Dholakia David Ellison M. Hodak 112 4 0 29 Apr 2022
SegDiscover: Visual Concept Discovery via Unsupervised Semantic Segmentation Haiyang Huang Zhi Chen Cynthia Rudin 198 14 0 22 Apr 2022
Learning Functional Distributional Semantics with Visual DataAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Yinhong Liu Guy Edward Toh Emerson 125 2 0 22 Apr 2022
Inductive Biases for Object-Centric Representations in the Presence of Complex Textures Samuele Papa Ole Winther Andrea Dittadi OCL 333 15 0 18 Apr 2022
Theory of Graph Neural Networks: Representation and Learning Stefanie Jegelka GNN AI4CE 188 82 0 16 Apr 2022
Fix Bugs with Transformer through a Neural-Symbolic Edit Grammar Yaojie Hu Xingjian Shi Qiang Zhou Lee Pike KELM 155 15 0 13 Apr 2022
An Algebraic Approach to Learning and Grounding Johanna Björklund Adam Dahlgren Lindström F. Drewes 210 0 0 06 Apr 2022
Disentangling Abstraction from Statistical Pattern Matching in Human and Machine Learning Sreejan Kumar Ishita Dasgupta Nathaniel D. Daw Jonathan Cohen Thomas Griffiths 244 11 0 04 Apr 2022
Syntax-informed Question Answering with Heterogeneous Graph TransformerInternational Conference on Database and Expert Systems Applications (DEXA), 2022 Fangyi Zhu Lok You Tan See-Kiong Ng S. Bressan 120 3 0 01 Apr 2022
Do Vision-Language Pretrained Models Learn Composable Primitive Concepts? Tian Yun Usha Bhalla Ellie Pavlick Chen Sun ReLM CoGe VLM LRM 215 33 0 31 Mar 2022
FALCON: Fast Visual Concept Learning by Integrating Images, Linguistic descriptions, and Conceptual RelationsInternational Conference on Learning Representations (ICLR), 2022 Lingjie Mei Jiayuan Mao Ziqi Wang Chuang Gan J. Tenenbaum VLM 169 25 0 30 Mar 2022
Learning Program Representations for Food Images and Cooking RecipesComputer Vision and Pattern Recognition (CVPR), 2022 Dim P. Papadopoulos Enrique Mora Nadiia Chepurko Kuan-Wei Huang Ferda Ofli Antonio Torralba 108 41 0 30 Mar 2022
Differentiable Reasoning over Long Stories -- Assessing Systematic Generalisation in Neural Models Wanshui Li Pasquale Minervini OOD 131 1 0 20 Mar 2022
Neuro-symbolic Natural Logic with Introspective Revision for Natural Language InferenceTransactions of the Association for Computational Linguistics (TACL), 2022 Yufei Feng Xiaoyu Yang Xiao-Dan Zhu Michael A. Greenspan LRM NAI 338 13 0 09 Mar 2022
A Neuro-vector-symbolic Architecture for Solving Raven's Progressive MatricesNature Machine Intelligence (Nat. Mach. Intell.), 2022 Michael Hersche Mustafa Zeqiri Luca Benini Abu Sebastian Abbas Rahimi NAI 235 112 0 09 Mar 2022