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 / 403 papers shown

Title
A Study of Compositional Generalization in Neural Models Tim Klinger D. Adjodah Vincent Marois Joshua Joseph Matthew D Riemer Alex Pentland Murray Campbell CoGe NAI 194 13 0 16 Jun 2020
Extrapolatable Relational Reasoning With Comparators in Low-Dimensional Manifolds Duo Wang M. Jamnik Pietro Lio OOD 26 1 0 15 Jun 2020
Systematic Generalisation through Task Temporal Logic and Deep Reinforcement Learning Borja G. Leon Murray Shanahan Francesco Belardinelli NAI AI4CE 82 29 0 12 Jun 2020
Closed Loop Neural-Symbolic Learning via Integrating Neural Perception, Grammar Parsing, and Symbolic Reasoning Qing Li Siyuan Huang Yining Hong Yixin Chen Ying Nian Wu Song-Chun Zhu NAI 93 83 0 11 Jun 2020
From Probability to Consilience: How Explanatory Values Implement Bayesian Reasoning Zachary Wojtowicz Simon DeDeo FAtt 121 30 0 03 Jun 2020
History-Aware Question Answering in a Blocks World Dialogue System Benjamin Kane Georgiy Platonov Lenhart K. Schubert KELM 48 3 0 26 May 2020
BabyWalk: Going Farther in Vision-and-Language Navigation by Taking Baby Steps Wang Zhu Hexiang Hu Jiacheng Chen Zhiwei Deng Vihan Jain Eugene Ie Fei Sha LM&Ro 80 72 0 10 May 2020
Neural-Symbolic Relational Reasoning on Graph Models: Effective Link Inference and Computation from Knowledge Bases Henrique Lemos Pedro H. C. Avelar Marcelo O. R. Prates Luís C. Lamb Artur Garcez NAI 27 3 0 05 May 2020
ESPRIT: Explaining Solutions to Physical Reasoning Tasks Nazneen Rajani Rui Zhang Y. Tan Stephan Zheng Jeremy C. Weiss Aadit Vyas Abhijit Gupta Caiming Xiong R. Socher Dragomir R. Radev ReLM LRM 73 21 0 02 May 2020
Obtaining Faithful Interpretations from Compositional Neural Networks Sanjay Subramanian Ben Bogin Nitish Gupta Tomer Wolfson Sameer Singh Jonathan Berant Matt Gardner 75 42 0 02 May 2020
Semi-Lexical Languages -- A Formal Basis for Unifying Machine Learning and Symbolic Reasoning in Computer Vision Briti Gangopadhyay S. Hazra P. Dasgupta NAI 27 0 0 25 Apr 2020
TuringAdvice: A Generative and Dynamic Evaluation of Language Use Rowan Zellers Ari Holtzman Elizabeth Clark Lianhui Qin Ali Farhadi Yejin Choi ELM LRM 65 14 0 07 Apr 2020
SHOP-VRB: A Visual Reasoning Benchmark for Object Perception Michal Nazarczuk K. Mikolajczyk 72 21 0 06 Apr 2020
Will we ever have Conscious Machines? P. Krauss Andreas Maier 70 30 0 31 Mar 2020
From Statistical Relational to Neuro-Symbolic Artificial Intelligence Luc de Raedt Sebastijan Dumancic Robin Manhaeve Giuseppe Marra NAI 81 104 0 18 Mar 2020
Deep Adaptive Semantic Logic (DASL): Compiling Declarative Knowledge into Deep Neural Networks Karan Sikka Andrew Silberfarb John Byrnes Indranil Sur Edmond Chow Ajay Divakaran R. Rohwer NAI 75 11 0 16 Mar 2020
Cops-Ref: A new Dataset and Task on Compositional Referring Expression Comprehension Zhenfang Chen Peng Wang Lin Ma Kwan-Yee K. Wong Qi Wu ObjD 119 68 0 01 Mar 2020
Graph Neural Networks Meet Neural-Symbolic Computing: A Survey and Perspective Luís C. Lamb Artur S. dÁvila Garcez Marco Gori Marcelo O. R. Prates Pedro H. C. Avelar Moshe Y. Vardi NAI AI4CE 84 80 0 29 Feb 2020
VQA-LOL: Visual Question Answering under the Lens of Logic Tejas Gokhale Pratyay Banerjee Chitta Baral Yezhou Yang CoGe 71 75 0 19 Feb 2020
The Next Decade in AI: Four Steps Towards Robust Artificial Intelligence G. Marcus VLM 89 369 0 14 Feb 2020
Visual Concept-Metaconcept Learning Chi Han Jiayuan Mao Chuang Gan J. Tenenbaum Jiajun Wu NAI LRM 75 66 0 04 Feb 2020
Measuring Compositional Generalization: A Comprehensive Method on Realistic Data Daniel Keysers Nathanael Scharli Nathan Scales Hylke Buisman Daniel Furrer ... Tibor Tihon Dmitry Tsarkov Tianlin Li Marc van Zee Olivier Bousquet CoGe 70 355 0 20 Dec 2019
From Shallow to Deep Interactions Between Knowledge Representation, Reasoning and Machine Learning (Kay R. Amel group) Zied Bouraoui Antoine Cornuéjols Thierry Denoeux Sebastien Destercke Didier Dubois ... Jérôme Mengin H. Prade Steven Schockaert M. Serrurier Christel Vrain 128 14 0 13 Dec 2019
Neural Module Networks for Reasoning over Text Nitish Gupta Kevin Lin Dan Roth Sameer Singh Matt Gardner NAI ReLM LRM 106 132 0 10 Dec 2019
Explainable Artificial Intelligence (XAI) for 6G: Improving Trust between Human and Machine Weisi Guo 69 40 0 11 Nov 2019
Multimodal Intelligence: Representation Learning, Information Fusion, and Applications Chao Zhang Zichao Yang Xiaodong He Li Deng HAI AI4TS 122 337 0 10 Nov 2019
A Spoken Dialogue System for Spatial Question Answering in a Physical Blocks World Georgiy Platonov Benjamin Kane A. Gindi Lenhart K. Schubert 71 15 0 06 Nov 2019
Meta Module Network for Compositional Visual Reasoning Wenhu Chen Zhe Gan Linjie Li Yu Cheng Wenjie Wang Jingjing Liu LRM 76 71 0 08 Oct 2019
CLEVRER: CoLlision Events for Video REpresentation and Reasoning Kexin Yi Yuta Saito Yunzhu Li Pushmeet Kohli Jiajun Wu Antonio Torralba J. Tenenbaum NAI 140 475 0 03 Oct 2019
Embodied Language Grounding with 3D Visual Feature Representations Mihir Prabhudesai H. Tung Syed Ashar Javed Maximilian Sieb Adam W. Harley Katerina Fragkiadaki 113 21 0 02 Oct 2019
Environmental drivers of systematicity and generalization in a situated agent Felix Hill Andrew Kyle Lampinen R. Schneider S. Clark M. Botvinick James L. McClelland Adam Santoro OOD 133 107 0 01 Oct 2019
On Incorporating Semantic Prior Knowledge in Deep Learning Through Embedding-Space Constraints Damien Teney Ehsan Abbasnejad Anton Van Den Hengel NAI 98 9 0 30 Sep 2019
CoPhy: Counterfactual Learning of Physical Dynamics Fabien Baradel Natalia Neverova J. Mille Greg Mori Christian Wolf CML AI4CE 120 97 0 26 Sep 2019
An Automated Engineering Assistant: Learning Parsers for Technical Drawings Dries Van Daele Nicholas Decleyre Herman Dubois Wannes Meert 16 15 0 18 Sep 2019
PHYRE: A New Benchmark for Physical Reasoning A. Bakhtin Laurens van der Maaten Justin Johnson Laura Gustafson Ross B. Girshick LRM 71 129 0 15 Aug 2019
Fusion of Detected Objects in Text for Visual Question Answering Chris Alberti Jeffrey Ling Michael Collins David Reitter 81 173 0 14 Aug 2019
An Empirical Study on Leveraging Scene Graphs for Visual Question Answering Cheng Zhang Wei-Lun Chao D. Xuan 77 51 0 28 Jul 2019
Modeling question asking using neural program generation ZiYun Wang Brenden M. Lake 64 7 0 23 Jul 2019
Trends in Integration of Vision and Language Research: A Survey of Tasks, Datasets, and Methods Aditya Mogadala M. Kalimuthu Dietrich Klakow VLM 141 136 0 22 Jul 2019
Neural Probabilistic Logic Programming in DeepProbLog Robin Manhaeve Sebastijan Dumancic Angelika Kimmig T. Demeester Luc de Raedt NAI 101 561 0 18 Jul 2019
Learning by Abstraction: The Neural State Machine Drew A. Hudson Christopher D. Manning NAI OCL 125 262 0 09 Jul 2019
Visually Grounded Neural Syntax Acquisition Freda Shi Jiayuan Mao Kevin Gimpel Karen Livescu NAI 87 85 0 07 Jun 2019
Towards conceptual generalization in the embedding space Luka Nenadović Vladimir Prelovac 24 0 0 05 Jun 2019
Relational Reasoning using Prior Knowledge for Visual Captioning Jingyi Hou Xinxiao Wu Yayun Qi Wentian Zhao Jiebo Luo Yunde Jia 85 14 0 04 Jun 2019
What Can Neural Networks Reason About? Keyulu Xu Jingling Li Mozhi Zhang S. Du Ken-ichi Kawarabayashi Stefanie Jegelka NAI AI4CE 94 248 0 30 May 2019
Learning Dynamics of Attention: Human Prior for Interpretable Machine Reasoning Wonjae Kim Yoonho Lee 33 6 0 28 May 2019
Improving Question Answering over Incomplete KBs with Knowledge-Aware Reader Wenhan Xiong Mo Yu Shiyu Chang Xiaoxiao Guo William Yang Wang RALM 90 114 0 17 May 2019
Neural-Symbolic Computing: An Effective Methodology for Principled Integration of Machine Learning and Reasoning Artur Garcez Marco Gori Luís C. Lamb Luciano Serafini Michael Spranger Son N. Tran NAI 119 296 0 15 May 2019
Language-Conditioned Graph Networks for Relational Reasoning Ronghang Hu Anna Rohrbach Trevor Darrell Kate Saenko 85 175 0 10 May 2019
Probabilistic Neural-symbolic Models for Interpretable Visual Question Answering Ramakrishna Vedantam Karan Desai Stefan Lee Marcus Rohrbach Dhruv Batra Devi Parikh NAI BDL 97 87 0 21 Feb 2019