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"

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Title
SkillWrapper: Generative Predicate Invention for Skill Abstraction Ziyi Yang Benned Hedegaard Ahmed Jaafar Yichen Wei Skye Thompson ... Haotian Fu Stefanie Tellex George Konidaris D. Paulius Naman Shah OCL 294 0 0 22 Nov 2025
Concept-RuleNet: Grounded Multi-Agent Neurosymbolic Reasoning in Vision Language Models Sanchit Sinha Guangzhi Xiong Zhenghao He Aidong Zhang 72 0 0 13 Nov 2025
CausalGuard: A Smart System for Detecting and Preventing False Information in Large Language Models Piyushkumar Patel HILM LRM 49 0 0 30 Oct 2025
Bridging the gap to real-world language-grounded visual concept learning Whie Jung Semin Kim Junee Kim Seunghoon Hong 115 0 0 24 Oct 2025
The Mechanistic Emergence of Symbol Grounding in Language Models Shuyu Wu Ziqiao Ma Xiaoxi Luo Yidong Huang Josue Torres-Fonseca Freda Shi Joyce Chai LRM 108 2 0 15 Oct 2025
MathSticks: A Benchmark for Visual Symbolic Compositional Reasoning with Matchstick Puzzles Yuheng Ji Huajie Tan Cheng Chi Yijie Xu Yuting Zhao ... Huaihai Lyu Pengwei Wang Zhongyuan Wang Shanghang Zhang Xiaolong Zheng CoGe 120 3 0 01 Oct 2025
NePTune: A Neuro-Pythonic Framework for Tunable Compositional Reasoning on Vision-Language Danial Kamali Parisa Kordjamshidi NAI LRM CoGe VLM 713 1 0 30 Sep 2025
A Computational Perspective on NeuroAI and Synthetic Biological Intelligence Dhruvik Patel Md Sayed Tanveer Jesus Gonzalez-Ferrer Alon Loeffler Brett J. Kagan Mohammed A. Mostajo-Radji Ge Wang AI4CE NAI 98 0 0 28 Sep 2025
Formal Reasoning for Intelligent QA Systems: A Case Study in the Educational Domain Tuan Bui An X. Nguyen Phat Thai Minh Hua Ngan Pham L.N. ... Dung Le Long Nguyen T. Tran Thang Bui Tho Quan LRM 60 1 0 15 Sep 2025
Neuro-Symbolic Frameworks: Conceptual Characterization and Empirical Comparative Analysis S. Sinha Tanawan Premsri Danial Kamali Parisa Kordjamshidi NAI 72 0 0 08 Sep 2025
Analysis of Error Sources in LLM-based Hypothesis Search for Few-Shot Rule Induction Aishni Parab Hongjing Lu Ying Nian Wu Sumit Gulwani 92 0 0 31 Aug 2025
Mapping the Course for Prompt-based Structured Prediction Matt Pauk Maria Leonor Pacheco LRM 67 1 0 20 Aug 2025
Neuro-Symbolic Artificial Intelligence: Towards Improving the Reasoning Abilities of Large Language ModelsInternational Joint Conference on Artificial Intelligence (IJCAI), 2024 Xiao-Wen Yang Jie-Jing Shao Lan-Zhe Guo Bo-Wen Zhang Zhi Zhou Lin-Han Jia Wang-Zhou Dai Yu-Feng Li LRM 96 1 0 19 Aug 2025
Reasoning in Computer Vision: Taxonomy, Models, Tasks, and Methodologies Ayushman Sarkar Mohd Yamani Idna Idris Zhenyu Yu LRM 116 8 0 14 Aug 2025
When Is Prior Knowledge Helpful? Exploring the Evaluation and Selection of Unsupervised Pretext Tasks from a Neuro-Symbolic Perspective Lin-Han Jia Si-Yu Han Wen-Chao Hu Jie-Jing Shao Wen-Da Wei Zhi Zhou Lan-Zhe Guo Yu-Feng Li SSL 104 0 0 10 Aug 2025
Integrating Neurosymbolic AI in Advanced Air Mobility: A Comprehensive SurveyInternational Joint Conference on Artificial Intelligence (IJCAI), 2024 Kamal Acharya Iman Sharifi Mehul Lad Liang Sun Houbing Herbert Song 128 1 0 10 Aug 2025
Quantum Spectral Reasoning: A Non-Neural Architecture for Interpretable Machine Learning Andrew Kiruluta 68 0 0 05 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 120 0 0 04 Aug 2025
Cooperative Perception: A Resource-Efficient Framework for Multi-Drone 3D Scene Reconstruction Using Federated Diffusion and NeRF Massoud Pourmandi 110 0 0 01 Aug 2025
What is an "Abstract Reasoner"? Revisiting Experiments and Arguments about Large Language Models Tian Yun Chen Sun Ellie Pavlick LRM 91 1 0 30 Jul 2025
Active Inference AI Systems for Scientific Discovery Karthik Duraisamy AI4CE LRM 250 1 0 26 Jun 2025
Neurosymbolic Object-Centric Learning with Distant Supervision Stefano Colamonaco David Debot G. Marra OCL NAI 196 0 0 19 Jun 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 226 1 0 12 Jun 2025
Behavioural vs. Representational Systematicity in End-to-End Models: An Opinionated SurveyAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Ivan Vegner Sydelle de Souza Valentin Forch Martha Lewis Leonidas A.A. Doumas 202 3 0 04 Jun 2025
The Road to Generalizable Neuro-Symbolic Learning Should be Paved with Foundation Models Adam Stein Aaditya Naik Neelay Velingker Mayur Naik Eric Wong NAI AI4CE 147 2 0 30 May 2025
MetaSlot: Break Through the Fixed Number of Slots in Object-Centric Learning Hongjia Liu Rongzhen Zhao Haohan Chen Joni Pajarinen OCL VLM 475 1 0 27 May 2025
Curriculum Abductive Learning Wen-Chao Hu Qi-Jie Li Lin-Han Jia Cunjing Ge Yu-Feng Li Yuan Jiang Zhi Zhou 241 1 0 18 May 2025
Neuro-Symbolic Concepts Jiayuan Mao Joshua B. Tenenbaum Jiajun Wu NAI 303 1 0 09 May 2025
Epistemic Artificial Intelligence is Essential for Machine Learning Models to Truly 'Know When They Do Not Know' Shireen Kudukkil Manchingal Andrew Bradley Julian F. P. Kooij Keivan K1 Shariatmadar Neil Yorke-Smith Fabio Cuzzolin 501 1 0 08 May 2025
Modular Machine Learning: An Indispensable Path towards New-Generation Large Language Models X. Wang Haoyang Li Zeyang Zhang Zeyang Zhang Wenwu Zhu LRM 309 1 0 28 Apr 2025
NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AIDesign Automation Conference (DAC), 2025 Hanchen Yang Zishen Wan Ritik Raj Joongun Park Ziwei Li A. Samajdar A. Raychowdhury Tushar Krishna 314 3 0 27 Apr 2025
Towards responsible AI for education: Hybrid human-AI to confront the Elephant in the room Danial Hooshyar Gustav Šír Yeongwook Yang Eve Kikas Raija Hamalainen T. Karkkainen Dragan Gašević Roger Azevedo 281 3 0 22 Apr 2025
Lobster: A GPU-Accelerated Framework for Neurosymbolic Programming Paul Biberstein Ziyang Li Joseph Devietti Mayur Naik 271 2 0 27 Mar 2025
A Study on Neuro-Symbolic Artificial Intelligence: Healthcare Perspectives Delower Hossain Jake Y Chen NAI 401 9 0 23 Mar 2025
A Learnability Analysis on Neuro-Symbolic Learning Hao He Ming Li 205 1 0 21 Mar 2025
Verification Learning: Make Unsupervised Neuro-Symbolic System Feasible Lin-Han Jia Wen-Chao Hu Jie-Jing Shao Lan-Zhe Guo Yu-Feng Li OffRL 171 3 0 17 Mar 2025
Hybrid Learners Do Not Forget: A Brain-Inspired Neuro-Symbolic Approach to Continual Learning Amin Banayeeanzade Mohammad Rostami CLL 202 1 0 16 Mar 2025
A Smooth Transition Between Induction and Deduction: Fast Abductive Learning Based on Probabilistic Symbol Perception Lin-Han Jia Si-Yu Han Lan-Zhe Guo Zhi Zhou Zhao-Long Li Yu-Feng Li Zhi Zhou 221 2 0 18 Feb 2025
DiSciPLE: Learning Interpretable Programs for Scientific Visual DiscoveryComputer Vision and Pattern Recognition (CVPR), 2025 Utkarsh Mall Cheng Perng Phoo Mia Chiquier Bharath Hariharan Kavita Bala Carl Vondrick 375 3 0 17 Feb 2025
Neuro-Symbolic Contrastive Learning for Cross-domain InferenceInternational Conference on Logic Programming (ICLP), 2025 Mingyue Liu Ryo Ueda Zhen Wan Katsumi Inoue Chris G. Willcocks NAI 353 0 0 13 Feb 2025
Language-to-Space Programming for Training-Free 3D Visual Grounding Boyu Mi Hanqing Wang Tai Wang Yilun Chen Jiangmiao Pang 480 1 0 03 Feb 2025
Imperative Learning: A Self-supervised Neuro-Symbolic Learning Framework for Robot AutonomyThe international journal of robotics research (IJRR), 2024 Chen Wang Kaiyi Ji Shaoshu Su Zhongqiang Ren Taimeng Fu ... Yi Du Qihang Li Yue Yang Xiao Lin Zhipeng Zhao SSL 458 21 0 28 Jan 2025
The Sigma-max System Induced from Randomness & Fuzziness and its Application in Time Series PredictionContemporary Mathematics (CM), 2021 Wei Mei Ming Li Yuanzeng Cheng Limin Liu 155 3 0 03 Jan 2025
Relational Programming with Foundation ModelsAAAI Conference on Artificial Intelligence (AAAI), 2024 Ziyang Li Jiani Huang Jason Liu Felix Zhu Eric Zhao William Dodds Neelay Velingker Rajeev Alur Mayur Naik 259 11 0 19 Dec 2024
A Concept-Centric Approach to Multi-Modality Learning Yuchong Geng Ao Tang 264 0 0 18 Dec 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 315 4 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 229 8 0 17 Nov 2024
Neuro-Symbolic AI: Explainability, Challenges, and Future Trends Xin Zhang Victor S. Sheng AI4TS 216 16 0 07 Nov 2024
LogiCity: Advancing Neuro-Symbolic AI with Abstract Urban SimulationNeural Information Processing Systems (NeurIPS), 2024 Bowen Li Zhaoyu Li Qiwei Du Jinqi Luo Wenshan Wang ... Katia Sycara Pradeep Kumar Ravikumar Alexander G. Gray X. Si Sebastian A. Scherer AI4CE LRM 428 10 0 01 Nov 2024
CLIMB: Language-Guided Continual Learning for Task Planning with Iterative Model BuildingIEEE International Conference on Robotics and Automation (ICRA), 2024 Walker Byrnes Miroslav Bogdanovic Avi Balakirsky Stephen Balakirsky Animesh Garg LM&Ro 177 3 0 17 Oct 2024