大模型推理能力

Intelligent Assistants for the Semiconductor Failure Analysis with LLM-Based Planning Agents

Aline Dobrovsky, Konstantin Schekotihin, Christian Burmer

机构 * University of the Bundeswehr Munich（联邦国防军大学慕尼黑） ； University Klagenfurt（克雷格弗尔特大学） ； Infineon Technologies AG（英飞凌科技） 纠错

专题命中 规划推理 ：planning(title,abstract)；分类 cs.AI、cs.LG

Comments This technical report provides evaluation details of the experiments presented in the paper accepted to ISTFA 2025

Learning Social Heuristics for Human-Aware Path Planning

Andrea Eirale, Matteo Leonetti, Marcello Chiaberge

机构 * Department of Electronics and Telecommunications (DET) Politecnico di Torino（电子工程与电信学院（DET）理工学院） ； Department of Informatics King’s College London（信息学院伦敦国王学院） 纠错

专题命中 规划推理 ：planning(title,abstract)；分类 cs.AI、cs.LG

Cooperative Multi-Agent Path Planning for Heterogeneous UAVs in Contested Environments

Grant Stagg, Cameron K. Peterson

专题命中 规划推理 ：planning(title,abstract)

Comments Submitted to AIAA Journal of Guidance, Control, and Dynamics (in review)

Language-Guided Long Horizon Manipulation with LLM-based Planning and Visual Perception

Changshi Zhou, Haichuan Xu, Ningquan Gu, Zhipeng Wang, Bin Cheng, Pengpeng Zhang, Yanchao Dong, Mitsuhiro Hayashibe, Yanmin Zhou, Bin He

专题命中 规划推理 ：planning(title,abstract)

Push-1 is PSPACE-complete, and the automated verification of motion planning gadgets

Zachary DeStefano, Bufang Liang

专题命中 规划推理 ：planning(title,abstract)

Comments Added short addendum on concurrent work and small citation fixes

Domain-Conditioned Scene Graphs for State-Grounded Task Planning

Jonas Herzog, Jiangpin Liu, Yue Wang

机构 * Zhejiang University（浙江大学） 纠错

专题命中 规划推理 ：planning(title,abstract)

Comments Accepted for IROS 2025

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem

Guorui Quan, Mingfei Sun, Manuel López-Ibáñez

机构 * The University of Manchester（曼彻斯特大学） ； University of Manchester（曼彻斯特大学） ； Department of Computer Science（计算机科学系） ； Alliance Manchester Business School（曼彻斯特商业联盟学院） 纠错

专题命中 规划推理 ：reasoning(abstract)；self-correction(abstract)；分类 cs.AI

Mobile-Agent-v3: Fundamental Agents for GUI Automation

Jiabo Ye, Xi Zhang, Haiyang Xu, Haowei Liu, Junyang Wang, Zhaoqing Zhu, Ziwei Zheng, Feiyu Gao, Junjie Cao, Zhengxi Lu, Jitong Liao, Qi Zheng, Fei Huang, Jingren Zhou, Ming Yan

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI

Analysis of Error Sources in LLM-based Hypothesis Search for Few-Shot Rule Induction

Aishni Parab, Hongjing Lu, Ying Nian Wu, Sumit Gulwani

机构 * Department of Statistics, University of California, Los Angeles（统计学系，加州大学洛杉矶分校） ； Microsoft, Redmond, WA（微软公司，西雅图，华盛顿州） ； Department of Psychology, University of California, Los Angeles（心理学系，加州大学洛杉矶分校） 纠错

专题命中 规划推理 ：reasoning(abstract,comments)；分类 cs.CL、cs.AI、cs.LG

Comments This is the preprint version corresponding to our NeurIPS 2025 Workshop on Multimodal Algorithmic Reasoning submission

Cloud-Device Collaborative Agents for Sequential Recommendation

Jing Long, Sirui Huang, Huan Huo, Tong Chen, Hongzhi Yin, Guandong Xu

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)

NetRoller: Interfacing General and Specialized Models for End-to-End Autonomous Driving

Ren Xin, Hongji Liu, Xiaodong Mei, Wenru Liu, Maosheng Ye, Zhili Chen, Jun Ma

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)

Comments This work has been submitted to the IEEE for possible publication

Exploring Decision-Making Capabilities of LLM Agents: An Experimental Study on Jump-Jump Game

Juwu Li

机构 * Jiangxi Teachers College（江西教师学院） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)

The Resurgence of GCG Adversarial Attacks on Large Language Models

Yuting Tan, Xuying Li, Zhuo Li, Huizhen Shu, Peikang Hu

机构 * HydroX AI San Jose CA USA（HydroX AI） 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 12 pages, 5 figures

Semantic Integrity Constraints: Declarative Guardrails for AI-Augmented Data Processing Systems

Alexander W. Lee, Justin Chan, Michael Fu, Nicolas Kim, Akshay Mehta, Deepti Raghavan, Ugur Cetintemel

机构 * Brown University（布朗大学） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.CL、cs.AI

Journal ref PVLDB, 18(11): 4073 - 4080, 2025

Exploring Large Language Models in Resolving Environment-Related Crash Bugs: Localizing and Repairing

Xueying Du, Mingwei Liu, Hanlin Wang, Juntao Li, Xin Peng, Yiling Lou

机构 * Department of Computer Science, Fudan University（复旦大学计算机科学系） ； School of Software Engineering, Sun Yat-sen University（中山大学软件学院） ； Institute for Clarity in Documentation（文档清晰研究所） ； Inria Paris-Rocquencourt（巴黎-鲁西永研究所） ； Rajiv Gandhi University（拉朱·甘地大学） ； Tsinghua University（清华大学） ； Palmer Research Laboratories（帕勒尔研究实验室） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.CL、cs.AI

Knowledge distillation as a pathway toward next-generation intelligent ecohydrological modeling systems

Long Jiang, Yang Yang, Ting Fong May Chui, Morgan Thornwell, Hoshin Vijai Gupta

专题命中 规划推理 ：reasoning(abstract)；分类 cs.LG

Comments 25 pages, 6 figures

Agentic Workflow for Education: Concepts and Applications

Yuan-Hao Jiang, Yijie Lu, Ling Dai, Jiatong Wang, Ruijia Li, Bo Jiang

专题命中 规划推理 ：planning(abstract)；分类 cs.AI

Comments Proceedings of the 33rd International Conference on Computers in Education (ICCE 2025). Asia-Pacific Society for Computers in Education

UrbanInsight: A Distributed Edge Computing Framework with LLM-Powered Data Filtering for Smart City Digital Twins

Kishor Datta Gupta, Md Manjurul Ahsan, Mohd Ariful Haque, Roy George, Azmine Toushik Wasi

专题命中 规划推理 ：reasoning(abstract)；分类 cs.AI

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs

Kaiwen Wei, Jinpeng Gao, Jiang Zhong, Yuming Yang, Fengmao Lv, Zhenyang Li

机构 * Chongqing University（重庆大学） ； Southwest Jiaotong University（西南交通大学） ； Hong Kong Generative AI Research and Development Center（香港生成式人工智能研究与发展中心） ； City University of Hong Kong（香港城市大学） 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects

Yixin Liu, Guibin Zhang, Kun Wang, Shiyuan Li, Shirui Pan

机构 * Griffith University（格里菲斯大学） ； National University of Singapore（国立新加坡大学） ； Nanyang Technological University（南洋理工大学） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.AI

Comments 15 pages, 7 figures

Toward Real-World Cooperative and Competitive Soccer with Quadrupedal Robot Teams

Zhi Su, Yuman Gao, Emily Lukas, Yunfei Li, Jiaze Cai, Faris Tulbah, Fei Gao, Chao Yu, Zhongyu Li, Yi Wu, Koushil Sreenath

专题命中 规划推理 ：planning(abstract)；分类 cs.AI

Comments 11 pages, 12 figures, CoRL 2025

OpenGuide: Assistive Object Retrieval in Indoor Spaces for Individuals with Visual Impairments

Yifan Xu, Qianwei Wang, Vineet Kamat, Carol Menassa

机构 * Department of Civil and Environmental Engineering, University of Michigan（密歇根大学土木与环境工程系） ； College of Literature, Science, and the Arts, University of Michigan（密歇根大学文学、科学与艺术学院） 纠错

专题命中 规划推理 ：reasoning(abstract)

Comments 32 pages, 6 figures

ZoomEye: Enhancing Multimodal LLMs with Human-Like Zooming Capabilities through Tree-Based Image Exploration

Haozhan Shen, Kangjia Zhao, Tiancheng Zhao, Ruochen Xu, Zilun Zhang, Mingwei Zhu, Jianwei Yin

机构 * Zhejiang University（浙江大学） ； Om AI Research（Om AI 研究所） ； Binjiang Institute of Zhejiang University（浙江大学滨江研究院） 纠错

专题命中 规划推理 ：reasoning(abstract)

Comments Accepted by EMNLP-2025 Main. Project page: https://szhanz.github.io/zoomeye/

EVENT-Retriever: Event-Aware Multimodal Image Retrieval for Realistic Captions

Dinh-Khoi Vo, Van-Loc Nguyen, Minh-Triet Tran, Trung-Nghia Le

机构 * University of Science, VNU-HCM（越南国家大学科学学院） 纠错

专题命中 规划推理 ：reasoning(abstract)

Comments ACM Multimedia 2025