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
ZeroC: A Neuro-Symbolic Model for Zero-shot Concept Recognition and Acquisition at Inference Time Tailin Wu Megan Tjandrasuwita Zhengxuan Wu Xuelin Yang Kevin Liu Rok Sosivc J. Leskovec 72 23 0 30 Jun 2022
Programmatic Concept Learning for Human Motion Description and Synthesis Sumith Kulal Jiayuan Mao A. Aiken Jiajun Wu 108 8 0 27 Jun 2022
Neuro-Symbolic Procedural Planning with Commonsense Prompting Yujie Lu Weixi Feng Wanrong Zhu Wenda Xu Xinze Wang Miguel P. Eckstein William Yang Wang LM&Ro 61 37 0 06 Jun 2022
Machine Learning for Microcontroller-Class Hardware: A Review Swapnil Sayan Saha S. Sandha Mani B. Srivastava 85 125 0 29 May 2022
Visual Superordinate Abstraction for Robust Concept Learning Qinjie Zheng Chaoyue Wang Dadong Wang Dacheng Tao VLM 57 2 0 28 May 2022
NeuPSL: Neural Probabilistic Soft Logic Connor Pryor Charles Dickens Eriq Augustine Alon Albalak William Wang Lise Getoor NAI 88 34 0 27 May 2022
Sim-To-Real Transfer of Visual Grounding for Human-Aided Ambiguity Resolution Georgios Tziafas S. Kasaei 113 2 0 24 May 2022
Using Natural Language and Program Abstractions to Instill Human Inductive Biases in Machines 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 68 30 0 23 May 2022
Selection-Inference: Exploiting Large Language Models for Interpretable Logical Reasoning Antonia Creswell Murray Shanahan I. Higgins ReLM LRM 115 366 0 19 May 2022
Automatic Rule Induction for Interpretable Semi-Supervised Learning Reid Pryzant Ziyi Yang Yichong Xu Chenguang Zhu Michael Zeng 81 10 0 18 May 2022
Generalizable Task Planning through Representation Pretraining Chen Wang Danfei Xu Li Fei-Fei LM&Ro 134 29 0 16 May 2022
A Neuro-Symbolic ASP Pipeline for Visual Question Answering Thomas Eiter N. Higuera J. Oetsch Michael Pritz NAI 62 17 0 16 May 2022
Autonomous Electric Vehicle Battery Disassembly Based on NeuroSymbolic Computing Hengwei Zhang Hua Yang Haitao Wang Zhigang Wang Sheng Z. Zhang Ming Chen 72 12 0 16 May 2022
Human-in-the-loop online multi-agent approach to increase trustworthiness in ML models through trust scores and data augmentation Gusseppe Bravo Rocca Peini Liu Jordi Guitart Ajay Dholakia David Ellison M. Hodak 42 2 0 29 Apr 2022
SegDiscover: Visual Concept Discovery via Unsupervised Semantic Segmentation Haiyang Huang Zhi Chen Cynthia Rudin 121 13 0 22 Apr 2022
Learning Functional Distributional Semantics with Visual Data Yinhong Liu Guy Edward Toh Emerson 42 2 0 22 Apr 2022
Inductive Biases for Object-Centric Representations in the Presence of Complex Textures Samuele Papa Ole Winther Andrea Dittadi OCL 140 14 0 18 Apr 2022
Theory of Graph Neural Networks: Representation and Learning Stefanie Jegelka GNN AI4CE 93 70 0 16 Apr 2022
Fix Bugs with Transformer through a Neural-Symbolic Edit Grammar Yaojie Hu Xingjian Shi Qiang Zhou Lee Pike KELM 75 13 0 13 Apr 2022
An Algebraic Approach to Learning and Grounding Johanna Björklund Adam Dahlgren Lindström F. Drewes 58 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 80 10 0 04 Apr 2022
Syntax-informed Question Answering with Heterogeneous Graph Transformer Fangyi Zhu Lok You Tan See-Kiong Ng S. Bressan 90 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 94 27 0 31 Mar 2022
FALCON: Fast Visual Concept Learning by Integrating Images, Linguistic descriptions, and Conceptual Relations Lingjie Mei Jiayuan Mao Ziqi Wang Chuang Gan J. Tenenbaum VLM 92 22 0 30 Mar 2022
Learning Program Representations for Food Images and Cooking Recipes Dim P. Papadopoulos Enrique Mora Nadiia Chepurko Kuan-Wei Huang Ferda Ofli Antonio Torralba 68 33 0 30 Mar 2022
Differentiable Reasoning over Long Stories -- Assessing Systematic Generalisation in Neural Models Wanshui Li Pasquale Minervini OOD 44 1 0 20 Mar 2022
Neuro-symbolic Natural Logic with Introspective Revision for Natural Language Inference Yufei Feng Xiaoyu Yang Xiao-Dan Zhu Michael A. Greenspan LRM NAI 121 11 0 09 Mar 2022
A Neuro-vector-symbolic Architecture for Solving Raven's Progressive Matrices Michael Hersche Mustafa Zeqiri Luca Benini Abu Sebastian Abbas Rahimi NAI 97 95 0 09 Mar 2022
Find a Way Forward: a Language-Guided Semantic Map Navigator Zehao Wang Mingxiao Li Minye Wu Marie-Francine Moens Tinne Tuytelaars LM&Ro 69 4 0 07 Mar 2022
DIME: Fine-grained Interpretations of Multimodal Models via Disentangled Local Explanations Yiwei Lyu Paul Pu Liang Zihao Deng Ruslan Salakhutdinov Louis-Philippe Morency 86 34 0 03 Mar 2022
Neuro-Symbolic Verification of Deep Neural Networks Xuan Xie Kristian Kersting Daniel Neider AAML NAI 69 16 0 02 Mar 2022
Is Neuro-Symbolic AI Meeting its Promise in Natural Language Processing? A Structured Review Kyle Hamilton Aparna Nayak Bojan Bozic Luca Longo NAI 100 63 0 24 Feb 2022
Grammar-Based Grounded Lexicon Learning Jiayuan Mao Haoyue Shi Jiajun Wu R. Levy J. Tenenbaum NAI 83 15 0 17 Feb 2022
HAKE: A Knowledge Engine Foundation for Human Activity Understanding Yong-Lu Li Xinpeng Liu Xiaoqian Wu Yizhuo Li Zuoyu Qiu Liang Xu Yue Xu Haoshu Fang Cewu Lu 86 38 0 14 Feb 2022
A Survey on Safety-Critical Driving Scenario Generation -- A Methodological Perspective Wenhao Ding Chejian Xu Mansur Arief Hao-ming Lin Yue Liu Ding Zhao 74 163 0 04 Feb 2022
Deep Learning Methods for Abstract Visual Reasoning: A Survey on Raven's Progressive Matrices Mikolaj Malkiñski Jacek Mańdziuk 216 43 0 28 Jan 2022
Automated causal inference in application to randomized controlled clinical trials Ji Q. Wu N. Horeweg M. de Bruyn R. Nout I. Jürgenliemk-Schulz ... H. Nijman V. Smit T. Bosse C. Creutzberg V. Koelzer CML 62 14 0 15 Jan 2022
Discrete and continuous representations and processing in deep learning: Looking forward Ruben Cartuyvels Graham Spinks Marie-Francine Moens OCL 91 20 0 04 Jan 2022
A Critical Review of Inductive Logic Programming Techniques for Explainable AI Zheng Zhang Liangliang Xu L. Yilmaz Bo Liu 43 10 0 31 Dec 2021
General Greedy De-bias Learning Xinzhe Han Shuhui Wang Chi Su Qingming Huang Qi Tian 94 9 0 20 Dec 2021
Technical Language Supervision for Intelligent Fault Diagnosis in Process Industry Karl Lowenmark C. Taal S. Schnabel Marcus Liwicki Fredrik Sandin 45 7 0 11 Dec 2021
PTR: A Benchmark for Part-based Conceptual, Relational, and Physical Reasoning Yining Hong Li Yi J. Tenenbaum Antonio Torralba Chuang Gan 74 40 0 09 Dec 2021
Systematic Generalization with Edge Transformers Leon Bergen Timothy J. O'Donnell Dzmitry Bahdanau 65 47 0 01 Dec 2021
Learning Algebraic Representation for Systematic Generalization in Abstract Reasoning Chi Zhang Sirui Xie Baoxiong Jia Ying Nian Wu Song-Chun Zhu Yixin Zhu 156 39 0 25 Nov 2021
Learning Symbolic Rules for Reasoning in Quasi-Natural Language Kaiyu Yang Jia Deng NAI ReLM LRM 61 13 0 23 Nov 2021
A Survey on Neural-symbolic Learning Systems Dongran Yu Bo Yang Da Liu Hui Wang Shirui Pan 84 61 0 10 Nov 2021
Visual Question Answering based on Formal Logic Muralikrishnna G. Sethuraman Ali Payani Faramarz Fekri J. C. Kerce NAI 23 3 0 08 Nov 2021
Scanflow: A multi-graph framework for Machine Learning workflow management, supervision, and debugging Gusseppe Bravo Rocca Peini Liu Jordi Guitart Ajay Dholakia David Ellison Jeffrey Falkanger M. Hodak 33 6 0 04 Nov 2021
Dynamic Visual Reasoning by Learning Differentiable Physics Models from Video and Language Mingyu Ding Zhenfang Chen Tao Du Ping Luo J. Tenenbaum Chuang Gan VGen PINN OCL 96 75 0 28 Oct 2021
In a Nutshell, the Human Asked for This: Latent Goals for Following Temporal Specifications Borja G. Leon Murray Shanahan Francesco Belardinelli AI4CE 93 16 0 18 Oct 2021