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Compositional Attention Networks for Machine Reasoning

8 March 2018

Drew A. Hudson

Christopher D. Manning

Papers citing "Compositional Attention Networks for Machine Reasoning"

50 / 330 papers shown

Title
SRNN: Spatiotemporal Relational Neural Network for Intuitive Physics Understanding Fei Yang 105 0 0 10 Nov 2025
Memorizing Long-tail Data Can Help Generalization Through Composition Mo Zhou Haoyang Ma Rong Ge TDI 345 0 0 18 Oct 2025
Taming a Retrieval Framework to Read Images in Humanlike Manner for Augmenting Generation of MLLMs SuYang Xi Chenxi Yang Hong Ding Yiqing Ni Catherine C. Liu Yunhao Liu Chengqi Zhang LRM 98 0 0 12 Oct 2025
The Artificial Intelligence Cognitive Examination: A Survey on the Evolution of Multimodal Evaluation from Recognition to Reasoning Mayank Ravishankara Varindra V. Persad Maharaj ELM 149 1 0 05 Oct 2025
Can Constructions "SCAN" Compositionality ? Ganesh Katrapati Manish Shrivastava 88 0 0 24 Sep 2025
Reasoning in Computer Vision: Taxonomy, Models, Tasks, and Methodologies Ayushman Sarkar Mohd Yamani Idna Idris Zhenyu Yu LRM 144 8 0 14 Aug 2025
Never Compromise to Vulnerabilities: A Comprehensive Survey on AI Governance Yuchu Jiang Jian Zhao Yuchen Yuan Tianle Zhang Yao Huang ... Ya Zhang Shuicheng Yan Chi Zhang Z. He Xuelong Li SILM 442 2 0 12 Aug 2025
IMoRe: Implicit Program-Guided Reasoning for Human Motion Q&A Chen Li Chinthani Sugandhika Yeo Keat Ee Eric Peh Hao Zhang Hong Yang Deepu Rajan Basura Fernando LRM 136 1 0 04 Aug 2025
Think before You Simulate: Symbolic Reasoning to Orchestrate Neural Computation for Counterfactual Question AnsweringIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Adam Ishay Zhun Yang Joohyung Lee Ilgu Kang Dongjae Lim NAI 254 1 0 12 Jun 2025
DeepTraverse: A Depth-First Search Inspired Network for Algorithmic Visual Understanding Bin Guo John H.L. Hansen 214 0 0 11 Jun 2025
Inherently Faithful Attention Maps for Vision Transformers Ananthu Aniraj C. Dantas Dino Ienco Diego Marcos OOD OCL 490 1 0 10 Jun 2025
A Good CREPE needs more than just Sugar: Investigating Biases in Compositional Vision-Language Benchmarks Vishaal Udandarao Mehdi Cherti Shyamgopal Karthik J. Jitsev Samuel Albanie Matthias Bethge CoGe 184 1 0 09 Jun 2025
Multi-Sourced Compositional Generalization in Visual Question AnsweringInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Chuanhao Li Wenbo Ye Zhen Li Yuwei Wu Yunde Jia CoGe 193 0 0 29 May 2025
Pay Attention to What and Where? Interpretable Feature Extractor in Vision-based Deep Reinforcement Learning Tien Pham Angelo Cangelosi 202 1 0 14 Apr 2025
Not Only Text: Exploring Compositionality of Visual Representations in Vision-Language ModelsComputer Vision and Pattern Recognition (CVPR), 2025 Davide Berasi Matteo Farina Goran Frehse Elisa Ricci Nicola Strisciuglio CoGe 273 3 0 21 Mar 2025
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 355 3 0 19 Mar 2025
Visual Graph Question Answering with ASP and LLMs for Language ParsingInternational Conference on Logic Programming (ICLP), 2025 Jakob Johannes Bauer Thomas Eiter Nelson Higuera Ruiz J. Oetsch GNN 336 0 0 13 Feb 2025
The Quest for Visual Understanding: A Journey Through the Evolution of Visual Question Answering Anupam Pandey Deepjyoti Bodo Arpan Phukan Asif Ekbal 407 2 0 13 Jan 2025
Consistency of Compositional Generalization across Multiple LevelsAAAI Conference on Artificial Intelligence (AAAI), 2024 Chuanhao Li Zhen Li Chenchen Jing Xiaomeng Fan Wenbo Ye Yuwei Wu Yunde Jia CoGe 233 0 0 18 Dec 2024
Editable-DeepSC: Reliable Cross-Modal Semantic Communications for Facial Editing Bin Chen Wenbo Yu Qinshan Zhang Tianqu Zhuang Yong Jiang Shu-Tao Xia 686 1 0 24 Nov 2024
Learning to Reason Iteratively and Parallelly for Complex Visual Reasoning ScenariosNeural Information Processing Systems (NeurIPS), 2024 Shantanu Jaiswal Debaditya Roy Basura Fernando Cheston Tan ReLM LRM 327 5 0 20 Nov 2024
A Comprehensive Survey on Visual Question Answering Datasets and Algorithms Raihan Kabir Naznin Haque Md. Saiful Islam Marium-E. Jannat CoGe 261 8 0 17 Nov 2024
Understanding the Limits of Vision Language Models Through the Lens of the Binding ProblemNeural Information Processing Systems (NeurIPS), 2024 Declan Campbell Sunayana Rane Tyler Giallanza Nicolò De Sabbata Kia Ghods ... Alexander Ku Steven M. Frankland Thomas Griffiths Jonathan D. Cohen Taylor W. Webb 385 50 0 31 Oct 2024
Compositional Physical Reasoning of Objects and Events from VideosIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024 Zhenfang Chen Shilong Dong Kexin Yi Yunzhu Li Mingyu Ding Antonio Torralba Joshua B. Tenenbaum Chuang Gan OCL 325 9 0 02 Aug 2024
SADL: An Effective In-Context Learning Method for Compositional Visual QA Long Hoang Dang T. Le Vuong Le Tu Minh Phuong Truyen Tran ReLM CoGe 262 4 0 02 Jul 2024
On the Role of Visual Grounding in VQA Daniel Reich Tanja Schultz 201 2 0 26 Jun 2024
How Could AI Support Design Education? A Study Across Fields Fuels Situating Analytics Ajit Jain Andruid Kerne Hannah Fowler Jinsil Seo Galen Newman Nic Lupfer Aaron Perrine 95 3 0 26 Apr 2024
Enhancing Visual Question Answering through Question-Driven Image Captions as Prompts Övgü Özdemir Erdem Akagündüz 288 18 0 12 Apr 2024
REFACTOR: Learning to Extract Theorems from Proofs Jin Peng Zhou Yuhuai Wu Qiyang Li Roger C. Grosse AIMat 177 9 0 26 Feb 2024
ContPhy: Continuum Physical Concept Learning and Reasoning from Videos Zhicheng Zheng Xin Yan Zhenfang Chen Jingzhou Wang Qin Zhi Eddie Lim Joshua B. Tenenbaum Chuang Gan LRM 194 14 0 09 Feb 2024
Generalizing Visual Question Answering from Synthetic to Human-Written Questions via a Chain of QA with a Large Language ModelEuropean Conference on Artificial Intelligence (ECAI), 2024 Taehee Kim Yeongjae Cho Heejun Shin Yohan Jo Dongmyung Shin 319 6 0 12 Jan 2024
Towards Goal-Oriented Agents for Evolving Problems Observed via ConversationSGAI Conferences (SGAI), 2024 Michael Free Andrew Langworthy Mary Dimitropoulaki Simon Thompson LLMAG 149 1 0 11 Jan 2024
STAIR: Spatial-Temporal Reasoning with Auditable Intermediate Results for Video Question AnsweringAAAI Conference on Artificial Intelligence (AAAI), 2024 Yueqian Wang Yuxuan Wang Kai Chen Dongyan Zhao 196 2 0 08 Jan 2024
Detection-based Intermediate Supervision for Visual Question Answering Yuhang Liu Daowan Peng Wei Wei Yuanyuan Fu Wenfeng Xie Dangyang Chen 163 3 0 26 Dec 2023
Interactive Visual Task Learning for Robots Weiwei Gu Anant Sah N. Gopalan 219 7 0 20 Dec 2023
EarthVQA: Towards Queryable Earth via Relational Reasoning-Based Remote Sensing Visual Question Answering Junjue Wang Zhuo Zheng Zihang Chen A. Ma Yanfei Zhong 165 43 0 19 Dec 2023
Benchmarks for Physical Reasoning AI Andrew Melnik Robin Schiewer Moritz Lange Andrei Muresanu Mozhgan Saeidi Animesh Garg Helge J. Ritter 334 9 0 17 Dec 2023
GPT-4 Enhanced Multimodal Grounding for Autonomous Driving: Leveraging Cross-Modal Attention with Large Language Models Haicheng Liao Huanming Shen Zhenning Li Chengyue Wang Guofa Li Yiming Bie Chengzhong Xu 214 79 0 06 Dec 2023
Attribute Diversity Determines the Systematicity Gap in VQAConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Ian Berlot-Attwell Kumar Krishna Agrawal A. M. Carrell Yash Sharma Naomi Saphra 226 2 0 15 Nov 2023
GENOME: GenerativE Neuro-symbOlic visual reasoning by growing and reusing ModulEs Zhenfang Chen Rui Sun Wenjun Liu Yining Hong Chuang Gan LRM 294 22 0 08 Nov 2023
ACQUIRED: A Dataset for Answering Counterfactual Questions In Real-Life VideosConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Te-Lin Wu Zi-Yi Dou Qingyuan Hu Yu Hou Nischal Reddy Chandra Marjorie Freedman R. Weischedel Nanyun Peng 274 9 0 02 Nov 2023
3D-Aware Visual Question Answering about Parts, Poses and OcclusionsNeural Information Processing Systems (NeurIPS), 2023 Xingrui Wang Wufei Ma Zhuowan Li Adam Kortylewski Yaoyao Liu CoGe 270 20 0 27 Oct 2023
What's Left? Concept Grounding with Logic-Enhanced Foundation ModelsNeural Information Processing Systems (NeurIPS), 2023 Joy Hsu Jiayuan Mao Joshua B. Tenenbaum Jiajun Wu VLM ReLM LRM 380 38 0 24 Oct 2023
Harnessing Dataset Cartography for Improved Compositional Generalization in TransformersConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Osman Batur .Ince Tanin Zeraati Semih Yagcioglu Yadollah Yaghoobzadeh Erkut Erdem Aykut Erdem 146 3 0 18 Oct 2023
LLark: A Multimodal Instruction-Following Language Model for MusicInternational Conference on Machine Learning (ICML), 2023 Josh Gardner Simon Durand Daniel Stoller Rachel M. Bittner AuLLM 289 28 0 11 Oct 2023
InstructDET: Diversifying Referring Object Detection with Generalized InstructionsInternational Conference on Learning Representations (ICLR), 2023 Ronghao Dang Jiangyan Feng Haodong Zhang Chongjian Ge Lin Song ... Chengju Liu Qi Chen Feng Zhu Rui Zhao Yibing Song ObjD 399 16 0 08 Oct 2023
Sentence Attention Blocks for Answer GroundingIEEE International Conference on Computer Vision (ICCV), 2023 Seyedalireza Khoshsirat Chandra Kambhamettu 168 8 0 20 Sep 2023
D3: Data Diversity Design for Systematic Generalization in Visual Question Answering Amir Rahimi Vanessa D’Amario Moyuru Yamada Kentaro Takemoto Tomotake Sasaki Xavier Boix 153 2 0 15 Sep 2023
Spatial and Visual Perspective-Taking via View Rotation and Relation Reasoning for Embodied Reference UnderstandingEuropean Conference on Computer Vision (ECCV), 2023 Cheng Shi Sibei Yang LRM 162 12 0 03 Sep 2023
Learning the meanings of function words from grounded language using a visual question answering modelCognitive Sciences (CogSci), 2023 Eva Portelance Michael C. Frank Dan Jurafsky NAI 263 7 0 16 Aug 2023