Learning by Abstraction: The Neural State Machine

9 July 2019

Drew A. Hudson

Christopher D. Manning

NAI

OCL

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Papers citing "Learning by Abstraction: The Neural State Machine"

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Title
Neuro Symbolic Knowledge Reasoning for Procedural Video Question Answering Thanh-Son Nguyen Hong Yang Tzeh Yuan Neoh Hao Zhang Ee Yeo Keat Basura Fernando NAI 59 0 0 19 Mar 2025
Towards Top-Down Reasoning: An Explainable Multi-Agent Approach for Visual Question Answering Zeqing Wang Wentao Wan Qiqing Lao Runmeng Chen Minjie Lang Keze Wang Liang Lin Liang Lin LRM 103 3 0 17 Feb 2025
Learning to Reason Iteratively and Parallelly for Complex Visual Reasoning Scenarios Shantanu Jaiswal Debaditya Roy Basura Fernando Cheston Tan ReLM LRM 79 2 0 20 Nov 2024
Arithmetic Reasoning with LLM: Prolog Generation & Permutation Xiaocheng Yang Bingsen Chen Yik-Cheung Tam LRM 37 10 0 28 May 2024
Neuro-Symbolic Integration Brings Causal and Reliable Reasoning Proofs Sen Yang Xin Li Leyang Cui Li Bing Wai Lam LRM NAI 39 15 0 16 Nov 2023
What's Left? Concept Grounding with Logic-Enhanced Foundation Models Joy Hsu Jiayuan Mao Joshua B. Tenenbaum Jiajun Wu VLM ReLM LRM 33 21 0 24 Oct 2023
Multiscale Superpixel Structured Difference Graph Convolutional Network for VL Representation Siyu Zhang Ye-Ting Chen Fang Wang Yaoru Sun Jun Yang Lizhi Bai SSL 30 0 0 20 Oct 2023
Scalable Neural-Probabilistic Answer Set Programming Arseny Skryagin Daniel Ochs Devendra Singh Dhami Kristian Kersting 35 5 0 14 Jun 2023
Visual Question Answering: A Survey on Techniques and Common Trends in Recent Literature Ana Claudia Akemi Matsuki de Faria Felype de Castro Bastos Jose Victor Nogueira Alves da Silva Vitor Lopes Fabris Valeska Uchôa Décio Gonccalves de Aguiar Neto C. F. G. Santos 30 22 0 18 May 2023
Location-Free Scene Graph Generation Ege Özsoy Felix Holm Tobias Czempiel Tobias Czempiel Benjamin Busam Nassir Navab Benjamin Busam 47 4 0 20 Mar 2023
ViperGPT: Visual Inference via Python Execution for Reasoning Dídac Surís Sachit Menon Carl Vondrick MLLM LRM ReLM 45 431 0 14 Mar 2023
Knowledge-augmented Few-shot Visual Relation Detection Tianyu Yu Yong Li Jiaoyan Chen Hai-Tao Zheng Haitao Zheng ... Qingbin Liu Wenqiang Liu Dongxiao Huang Bei Wu Yexin Wang 52 6 0 09 Mar 2023
Dissociating language and thought in large language models Kyle Mahowald Anna A. Ivanova I. Blank Nancy Kanwisher J. Tenenbaum Evelina Fedorenko ELM ReLM 29 209 0 16 Jan 2023
In Defense of Structural Symbolic Representation for Video Event-Relation Prediction Andrew Lu Xudong Lin Yulei Niu Shih-Fu Chang 21 2 0 06 Jan 2023
SceneGATE: Scene-Graph based co-Attention networks for TExt visual question answering Feiqi Cao Siwen Luo F. Núñez Zean Wen Josiah Poon Caren Han GNN 26 4 0 16 Dec 2022
Generalization Differences between End-to-End and Neuro-Symbolic Vision-Language Reasoning Systems Wang Zhu Jesse Thomason Robin Jia VLM OOD NAI LRM 31 6 0 26 Oct 2022
FACT: Learning Governing Abstractions Behind Integer Sequences Peter Belcak Ard Kastrati Flavio Schenker Roger Wattenhofer 38 5 0 20 Sep 2022
Hierarchical Symbolic Reasoning in Hyperbolic Space for Deep Discriminative Models Ainkaran Santhirasekaram Avinash Kori A. Rockall Mathias Winkler Francesca Toni Ben Glocker FAtt 42 4 0 05 Jul 2022
Voxel-informed Language Grounding Rodolfo Corona Shizhan Zhu Dan Klein Trevor Darrell 138 11 0 19 May 2022
An Algebraic Approach to Learning and Grounding Johanna Björklund Adam Dahlgren Lindström F. Drewes 24 0 0 06 Apr 2022
CLEVR-X: A Visual Reasoning Dataset for Natural Language Explanations Leonard Salewski A. Sophia Koepke Hendrik P. A. Lensch Zeynep Akata LRM NAI 30 20 0 05 Apr 2022
REX: Reasoning-aware and Grounded Explanation Shi Chen Qi Zhao 25 18 0 11 Mar 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 32 38 0 14 Feb 2022
SA-VQA: Structured Alignment of Visual and Semantic Representations for Visual Question Answering Peixi Xiong Quanzeng You Pei Yu Zicheng Liu Ying Wu 24 5 0 25 Jan 2022
Compositional Transformers for Scene Generation Drew A. Hudson C. L. Zitnick ViT 34 34 0 17 Nov 2021
Language bias in Visual Question Answering: A Survey and Taxonomy Desen Yuan 30 12 0 16 Nov 2021
Improving Embedded Knowledge Graph Multi-hop Question Answering by introducing Relational Chain Reasoning Weiqiang Jin Biao Zhao Hang Yu Xi Tao Ruiping Yin Guizhong Liu 27 59 0 25 Oct 2021
SLASH: Embracing Probabilistic Circuits into Neural Answer Set Programming Arseny Skryagin Wolfgang Stammer Daniel Ochs Devendra Singh Dhami Kristian Kersting NAI 33 6 0 07 Oct 2021
CPT: Colorful Prompt Tuning for Pre-trained Vision-Language Models Yuan Yao Ao Zhang Zhengyan Zhang Zhiyuan Liu Tat-Seng Chua Maosong Sun MLLM VPVLM VLM 208 221 0 24 Sep 2021
Learning to Generate Scene Graph from Natural Language Supervision Yiwu Zhong Jing Shi Jianwei Yang Chenliang Xu Yin Li SSL 42 77 0 06 Sep 2021
Weakly Supervised Relative Spatial Reasoning for Visual Question Answering Pratyay Banerjee Tejas Gokhale Yezhou Yang Chitta Baral LRM 30 18 0 04 Sep 2021
Adventurer's Treasure Hunt: A Transparent System for Visually Grounded Compositional Visual Question Answering based on Scene Graphs Daniel Reich F. Putze Tanja Schultz 30 2 0 28 Jun 2021
Supervising the Transfer of Reasoning Patterns in VQA Corentin Kervadec Christian Wolf G. Antipov M. Baccouche Madiha Nadri Wolf 27 10 0 10 Jun 2021
A Survey on Complex Knowledge Base Question Answering: Methods, Challenges and Solutions Yunshi Lan Gaole He Jinhao Jiang Jing Jiang Wayne Xin Zhao Ji-Rong Wen 16 160 0 25 May 2021
MDETR -- Modulated Detection for End-to-End Multi-Modal Understanding Aishwarya Kamath Mannat Singh Yann LeCun Gabriel Synnaeve Ishan Misra Nicolas Carion ObjD VLM 60 861 0 26 Apr 2021
Grounding Physical Concepts of Objects and Events Through Dynamic Visual Reasoning Zhenfang Chen Jiayuan Mao Jiajun Wu Kwan-Yee K. Wong J. Tenenbaum Chuang Gan VGen 36 92 0 30 Mar 2021
SemVLP: Vision-Language Pre-training by Aligning Semantics at Multiple Levels Chenliang Li Ming Yan Haiyang Xu Fuli Luo Wei Wang Bin Bi Songfang Huang VLM 34 36 0 14 Mar 2021
A Closer Look at the Robustness of Vision-and-Language Pre-trained Models Linjie Li Zhe Gan Jingjing Liu VLM 33 42 0 15 Dec 2020
Right for the Right Concept: Revising Neuro-Symbolic Concepts by Interacting with their Explanations Wolfgang Stammer P. Schramowski Kristian Kersting FAtt 14 107 0 25 Nov 2020
CogTree: Cognition Tree Loss for Unbiased Scene Graph Generation Jiahao Yu Yuan Chai Yujing Wang Yue Hu Qi Wu CML 38 111 0 16 Sep 2020
Compositional Generalization in Semantic Parsing: Pre-training vs. Specialized Architectures Daniel Furrer Marc van Zee Nathan Scales Nathanael Scharli CoGe 26 113 0 17 Jul 2020
Crossmodal Language Grounding in an Embodied Neurocognitive Model Stefan Heinrich Yuan Yao Tobias Hinz Zhiyuan Liu Thomas Hummel Matthias Kerzel C. Weber S. Wermter LM&Ro 23 19 0 24 Jun 2020
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 30 12 0 16 Jun 2020
Estimating semantic structure for the VQA answer space Corentin Kervadec G. Antipov M. Baccouche Christian Wolf 26 4 0 10 Jun 2020
Graph Density-Aware Losses for Novel Compositions in Scene Graph Generation Boris Knyazev H. D. Vries Cătălina Cangea Graham W. Taylor Aaron Courville Eugene Belilovsky 27 56 0 17 May 2020
Dynamic Language Binding in Relational Visual Reasoning T. Le Vuong Le Svetha Venkatesh T. Tran NAI 26 19 0 30 Apr 2020
MoVie: Revisiting Modulated Convolutions for Visual Counting and Beyond Duy-Kien Nguyen Vedanuj Goswami Xinlei Chen 39 23 0 24 Apr 2020
Unbiased Scene Graph Generation from Biased Training Kaihua Tang Yulei Niu Jianqiang Huang Jiaxin Shi Hanwang Zhang CML 22 680 0 27 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 21 347 0 20 Dec 2019
Weak Supervision helps Emergence of Word-Object Alignment and improves Vision-Language Tasks Corentin Kervadec G. Antipov M. Baccouche Christian Wolf 21 15 0 06 Dec 2019