Title
Empowering LLM Agents with Geospatial Awareness: Toward Grounded Reasoning for Wildfire Response Yiheng Chen Lingyao Li Zihui Ma Qikai Hu Yilun Zhu Min Deng Runlong Yu AI4CE 60 0 0 14 Oct 2025
Neuro-Symbolic AI for Cybersecurity: State of the Art, Challenges, and Opportunities Safayat Bin Hakim M. Adil Alvaro Velasquez Shouhuai Xu Houbing Herbert Song AAML 100 1 0 08 Sep 2025
Reasoning in Computer Vision: Taxonomy, Models, Tasks, and Methodologies Ayushman Sarkar Mohd Yamani Idna Idris Zhenyu Yu LRM 92 7 0 14 Aug 2025
Fast Task Planning with Neuro-Symbolic Relaxation Qiwei Du Bowen Li Yi Du Shaoshu Su Taimeng Fu Zitong Zhan Zhipeng Zhao Chen Wang 108 1 0 21 Jul 2025
LLMs as World Models: Data-Driven and Human-Centered Pre-Event Simulation for Disaster Impact Assessment Jinkui Chi Dawei Li Zhenhui Ou Xiaoran Xu Jingxiao Liu Zihui Ma Runlong Yu Min Deng AI4CE 109 4 0 02 Jun 2025
Concept Lancet: Image Editing with Compositional Representation TransplantComputer Vision and Pattern Recognition (CVPR), 2025 Jinqi Luo Tianjiao Ding Kwan Ho Ryan Chan Hancheng Min Chris Callison-Burch Rene Vidal DiffM KELM 319 1 0 03 Apr 2025
Bilevel Learning for Bilevel Planning Bowen Li Tom Silver Sebastian A. Scherer Alexander G. Gray 540 5 0 12 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 450 20 0 28 Jan 2025
Neuro-symbolic Learning Yielding Logical ConstraintsNeural Information Processing Systems (NeurIPS), 2024 Zenan Li Yunpeng Huang Zhaoyu Li Xingtai Lv Jingwei Xu Taolue Chen Xiaoxing Ma Jian Lu NAI 172 9 0 28 Oct 2024
PaCE: Parsimonious Concept Engineering for Large Language ModelsNeural Information Processing Systems (NeurIPS), 2024 Jinqi Luo Tianjiao Ding Kwan Ho Ryan Chan D. Thaker Aditya Chattopadhyay Chris Callison-Burch René Vidal CVBM 208 16 0 06 Jun 2024
Fine-Tuning Large Vision-Language Models as Decision-Making Agents via Reinforcement LearningNeural Information Processing Systems (NeurIPS), 2024 Yuexiang Zhai Hao Bai Zipeng Lin Jiayi Pan Shengbang Tong ... Alane Suhr Saining Xie Yann LeCun Yi-An Ma Sergey Levine LLMAG LRM 283 128 0 16 May 2024
Learning Planning Abstractions from Language Weiyu Liu Geng Chen Joy Hsu Jiayuan Mao Jiajun Wu PINN 205 4 0 06 May 2024
ShapeGrasp: Zero-Shot Task-Oriented Grasping with Large Language Models through Geometric Decomposition Samuel Li Sarthak Bhagat Joseph Campbell Yaqi Xie Woojun Kim Katia Sycara Simon Stepputtis LM&Ro 171 26 0 26 Mar 2024
HiKER-SGG: Hierarchical Knowledge Enhanced Robust Scene Graph GenerationComputer Vision and Pattern Recognition (CVPR), 2024 Ce Zhang Simon Stepputtis Joseph Campbell Katia Sycara Yaqi Xie 218 21 0 18 Mar 2024
Learning Interpretable Concepts: Unifying Causal Representation Learning and Foundation Models Goutham Rajendran Simon Buchholz Bryon Aragam Bernhard Schölkopf Pradeep Ravikumar AI4CE 354 28 0 14 Feb 2024
DetermLR: Augmenting LLM-based Logical Reasoning from Indeterminacy to DeterminacyAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Hongda Sun Weikai Xu Wei Liu Jian Luan Bin Wang Shuo Shang Ji-Rong Wen Rui Yan LRM 317 40 0 28 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 288 37 0 24 Oct 2023
Learning Reliable Logical Rules with SATNetNeural Information Processing Systems (NeurIPS), 2023 Zhaoyu Li Jinpei Guo Yuhe Jiang Xujie Si LRM NAI 161 4 0 03 Oct 2023
Cognitive Architectures for Language Agents T. Sumers Shunyu Yao Karthik Narasimhan Thomas Griffiths LLMAG LM&Ro 487 264 0 05 Sep 2023
Learning MDL logic programs from noisy dataAAAI Conference on Artificial Intelligence (AAAI), 2023 Céline Hocquette Andreas Niskanen Matti Jarvisalo Andrew Cropper NoLa 160 15 0 18 Aug 2023
NeurASP: Embracing Neural Networks into Answer Set ProgrammingInternational Joint Conference on Artificial Intelligence (IJCAI), 2020 Zhun Yang Adam Ishay Joohyung Lee NAI 256 186 0 15 Jul 2023
SDXL: Improving Latent Diffusion Models for High-Resolution Image SynthesisInternational Conference on Learning Representations (ICLR), 2023 Dustin Podell Zion English Kyle Lacey A. Blattmann Tim Dockhorn Jonas Muller Joe Penna Robin Rombach 707 3,561 0 04 Jul 2023
Minigrid & Miniworld: Modular & Customizable Reinforcement Learning Environments for Goal-Oriented TasksNeural Information Processing Systems (NeurIPS), 2023 Maxime Chevalier-Boisvert Bolun Dai Mark Towers Rodrigo de Lazcano Lucas Willems Salem Lahlou Suman Pal Pablo Samuel Castro Jordan Terry VGen 298 296 0 24 Jun 2023
Sample-Efficient Learning of Novel Visual Concepts Sarthak Bhagat Simon Stepputtis Joseph Campbell Katia Sycara 175 9 0 15 Jun 2023
ChatDB: Augmenting LLMs with Databases as Their Symbolic Memory Chenxu Hu Jie Fu Chenzhuang Du Simian Luo Jiaqi Zhao Hang Zhao KELM LLMAG 317 136 0 06 Jun 2023
Interpretable and Explainable Logical Policies via Neurally Guided Symbolic AbstractionNeural Information Processing Systems (NeurIPS), 2023 Quentin Delfosse Hikaru Shindo Devendra Singh Dhami Kristian Kersting 252 53 0 02 Jun 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward ModelNeural Information Processing Systems (NeurIPS), 2023 Rafael Rafailov Archit Sharma E. Mitchell Stefano Ermon Christopher D. Manning Chelsea Finn ALM 703 6,271 0 29 May 2023
Logic-LM: Empowering Large Language Models with Symbolic Solvers for Faithful Logical ReasoningConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Liangming Pan Alon Albalak Xinyi Wang William Yang Wang ReLM LRM AI4CE 343 391 0 20 May 2023
Tree of Thoughts: Deliberate Problem Solving with Large Language ModelsNeural Information Processing Systems (NeurIPS), 2023 Shunyu Yao Dian Yu Jeffrey Zhao Izhak Shafran Thomas Griffiths Yuan Cao Karthik Narasimhan LM&Ro LRM AI4CE 399 2,913 0 17 May 2023
Programmatically Grounded, Compositionally Generalizable Robotic ManipulationInternational Conference on Learning Representations (ICLR), 2023 Renhao Wang Jiayuan Mao Joy Hsu Hang Zhao Jiajun Wu Yang Gao LM&Ro 258 38 0 26 Apr 2023
Segment AnythingIEEE International Conference on Computer Vision (ICCV), 2023 A. Kirillov Eric Mintun Nikhila Ravi Hanzi Mao Chloe Rolland ... Spencer Whitehead Alexander C. Berg Wan-Yen Lo Piotr Dollár Ross B. Girshick MLLM VLM 782 10,432 0 05 Apr 2023
NS3D: Neuro-Symbolic Grounding of 3D Objects and RelationsComputer Vision and Pattern Recognition (CVPR), 2023 Joy Hsu Jiayuan Mao Jiajun Wu PINN 192 65 0 23 Mar 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 3.2K 19,835 0 15 Mar 2023
A-NeSI: A Scalable Approximate Method for Probabilistic Neurosymbolic InferenceNeural Information Processing Systems (NeurIPS), 2022 Emile van Krieken Thiviyan Thanapalasingam Jakub M. Tomczak F. V. Harmelen A. T. Teije 337 50 0 23 Dec 2022
FOLIO: Natural Language Reasoning with First-Order LogicConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Simeng Han Hailey Schoelkopf Yilun Zhao Zhenting Qi Martin Riddell ... Yingbo Zhou Caiming Xiong Rex Ying Arman Cohan Dragomir R. Radev ReLM LRM 297 147 0 02 Sep 2022
Learning Neuro-Symbolic Skills for Bilevel PlanningConference on Robot Learning (CoRL), 2022 Tom Silver Ashay Athalye J. Tenenbaum Tomas Lozano-Perez L. Kaelbling 222 82 0 21 Jun 2022
MineDojo: Building Open-Ended Embodied Agents with Internet-Scale KnowledgeNeural Information Processing Systems (NeurIPS), 2022 Linxi Fan Guanzhi Wang Yunfan Jiang Ajay Mandlekar Yuncong Yang Haoyi Zhu Andrew Tang De-An Huang Yuke Zhu Anima Anandkumar LM&Ro 313 484 0 17 Jun 2022
GLIPv2: Unifying Localization and Vision-Language Understanding Haotian Zhang Pengchuan Zhang Xiaowei Hu Yen-Chun Chen Liunian Harold Li Xiyang Dai Lijuan Wang Lu Yuan Lei Li Jianfeng Gao ObjD VLM 213 351 0 12 Jun 2022
Neuro-Symbolic Hierarchical Rule InductionInternational Conference on Machine Learning (ICML), 2021 Claire Glanois Xuening Feng Zhaohui Jiang Paul Weng Matthieu Zimmer Dong Li Wulong Liu NAI 150 32 0 26 Dec 2021
High-Resolution Image Synthesis with Latent Diffusion ModelsComputer Vision and Pattern Recognition (CVPR), 2021 Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer DiffM 1.2K 20,169 0 20 Dec 2021
Neuro-Symbolic Inductive Logic Programming with Logical Neural NetworksAAAI Conference on Artificial Intelligence (AAAI), 2021 Prithviraj Sen B. W. Carvalho Ryan Riegel Alexander G. Gray NAI AI4CE 209 71 0 06 Dec 2021
Neuro-Symbolic Reinforcement Learning with First-Order LogicConference on Empirical Methods in Natural Language Processing (EMNLP), 2021 Daiki Kimura Masaki Ono Subhajit Chaudhury Ryosuke Kohita Akifumi Wachi Don Joven Agravante Michiaki Tatsubori Asim Munawar Alexander G. Gray NAI 225 42 0 21 Oct 2021
SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equations Chenlin Meng Yutong He Yang Song Jiaming Song Jiajun Wu Jun-Yan Zhu Stefano Ermon DiffM 493 1,841 0 02 Aug 2021
DeepStochLog: Neural Stochastic Logic Programming Thomas Winters G. Marra Robin Manhaeve Luc de Raedt BDL NAI 183 73 0 23 Jun 2021
Learning Neuro-Symbolic Relational Transition Models for Bilevel PlanningIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2021 Rohan Chitnis Tom Silver J. Tenenbaum Tomas Lozano-Perez L. Kaelbling 215 65 0 28 May 2021
Logic Tensor NetworksArtificial Intelligence (AI), 2020 Samy Badreddine Artur Garcez Luciano Serafini Michael Spranger NAI 539 261 0 25 Dec 2020
Scenic: A Language for Scenario Specification and Data Generation Daniel J. Fremont Edward J. Kim T. Dreossi Shromona Ghosh Xiangyu Yue Alberto L. Sangiovanni-Vincentelli Sanjit A. Seshia 208 119 0 13 Oct 2020
Mastering Atari with Discrete World ModelsInternational Conference on Learning Representations (ICLR), 2020 Danijar Hafner Timothy Lillicrap Mohammad Norouzi Jimmy Ba DRL 673 1,030 0 05 Oct 2020
The NetHack Learning EnvironmentNeural Information Processing Systems (NeurIPS), 2020 Heinrich Küttler Nantas Nardelli Alexander H. Miller Roberta Raileanu Marco Selvatici Edward Grefenstette Tim Rocktaschel 397 205 0 24 Jun 2020
Logical Neural Networks Ryan Riegel Alexander G. Gray F. Luus Naweed Khan Ndivhuwo Makondo ... S. Ikbal Hima P. Karanam S. Neelam Ankita Likhyani S. Srivastava NAI 194 175 0 23 Jun 2020