大模型推理能力

Code Simulation as a Proxy for High-order Tasks in Large Language Models

Emanuele La Malfa, Christoph Weinhuber, Orazio Torre, Fangru Lin, X. Angelo Huang, Samuele Marro, Anthony Cohn, Nigel Shadbolt, Michael Wooldridge

机构 * Department of Computer Science, University of Oxford ； Faculty of Linguistics, Philology ； Phonetics, University of Oxford ； Department of Engineering, University of Oxford ； Department of Computer Science, ETH Zurich ； Faculty of Engineering ； Physical Sciences, University of Leeds ； University of Salerno ； The Alan Turing Institute 纠错

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

Comments arXiv admin note: substantial text overlap with arXiv:2401.09074 Authors note: this article is a substantial revision of arXiv:2401.09074 (same team) 04/07/2025: We added the Acknowledgments

State and Memory is All You Need for Robust and Reliable AI Agents

Matthew Muhoberac, Atharva Parikh, Nirvi Vakharia, Saniya Virani, Aco Radujevic, Savannah Wood, Meghav Verma, Dimitri Metaxotos, Jeyaraman Soundararajan, Thierry Masquelin, Alexander G. Godfrey, Sean Gardner, Dobrila Rudnicki, Sam Michael, Gaurav Chopra

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

Comments 5 Main Figures, 10 Extended Data Figures (37 Pages) for Manuscript ; 9 Supplementary Tables, 40 Supplementary Figures (180 Pages) for Supporting Information

Benchmarking Deep Search over Heterogeneous Enterprise Data

Prafulla Kumar Choubey, Xiangyu Peng, Shilpa Bhagavath, Kung-Hsiang Huang, Caiming Xiong, Chien-Sheng Wu

机构 * Salesforce AI Research（Salesforce人工智能研究） 纠错

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

ECCoT: A Framework for Enhancing Effective Cognition via Chain of Thought in Large Language Model

Zhenke Duan, Jiqun Pan, Jiani Tu, Xiaoyi Wang, Yanqing Wang

机构 * School of Statistics and Mathematics, Zhongnan University of Economics and Law（统计与数学学院，中国政法大学） 纠错

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

Thinking vs. Doing: Agents that Reason by Scaling Test-Time Interaction

Junhong Shen, Hao Bai, Lunjun Zhang, Yifei Zhou, Amrith Setlur, Shengbang Tong, Diego Caples, Nan Jiang, Tong Zhang, Ameet Talwalkar, Aviral Kumar

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

Comments Fixed typo in Figure 6 and Conclusion

ChemGraph: An Agentic Framework for Computational Chemistry Workflows

Thang D. Pham, Aditya Tanikanti, Murat Keçeli

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

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments

Xinran Li, Chenjia Bai, Zijian Li, Jiakun Zheng, Ting Xiao, Jun Zhang

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

ChatWise: A Strategy-Guided Chatbot for Enhancing Cognitive Support in Older Adults

Zhengbang Yang, Junyuan Hong, Yijiang Pang, Jiayu Zhou, Zhuangdi Zhu

机构 * George Mason University（乔治·玛森大学） ； University of Texas at Austin（德克萨斯大学奥斯汀分校） ； Michigan State University（密歇根州立大学） ； University of Michigan（密歇根大学） 纠错

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

Kimi k1.5: Scaling Reinforcement Learning with LLMs

Kimi Team, Angang Du, Bofei Gao, Bowei Xing, Changjiu Jiang, Cheng Chen, Cheng Li, Chenjun Xiao, Chenzhuang Du, Chonghua Liao, Chuning Tang, Congcong Wang, Dehao Zhang, Enming Yuan, Enzhe Lu, Fengxiang Tang, Flood Sung, Guangda Wei, Guokun Lai, Haiqing Guo, Han Zhu, Hao Ding, Hao Hu, Hao Yang, Hao Zhang, Haotian Yao, Haotian Zhao, Haoyu Lu, Haoze Li, Haozhen Yu, Hongcheng Gao, Huabin Zheng, Huan Yuan, Jia Chen, Jianhang Guo, Jianlin Su, Jianzhou Wang, Jie Zhao, Jin Zhang, Jingyuan Liu, Junjie Yan, Junyan Wu, Lidong Shi, Ling Ye, Longhui Yu, Mengnan Dong, Neo Zhang, Ningchen Ma, Qiwei Pan, Qucheng Gong, Shaowei Liu, Shengling Ma, Shupeng Wei, Sihan Cao, Siying Huang, Tao Jiang, Weihao Gao, Weimin Xiong, Weiran He, Weixiao Huang, Weixin Xu, Wenhao Wu, Wenyang He, Xianghui Wei, Xianqing Jia, Xingzhe Wu, Xinran Xu, Xinxing Zu, Xinyu Zhou, Xuehai Pan, Y. Charles, Yang Li, Yangyang Hu, Yangyang Liu, Yanru Chen, Yejie Wang, Yibo Liu, Yidao Qin, Yifeng Liu, Ying Yang, Yiping Bao, Yulun Du, Yuxin Wu, Yuzhi Wang, Zaida Zhou, Zhaoji Wang, Zhaowei Li, Zhen Zhu, Zheng Zhang, Zhexu Wang, Zhilin Yang, Zhiqi Huang, Zihao Huang, Ziyao Xu, Zonghan Yang, Zongyu Lin

机构 * Kimi Team（Kimi 团队） 纠错

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

Comments 25 pages

DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models

Jiancheng Ye, Sophie Bronstein, Jiarui Hai, Malak Abu Hashish

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

Hierarchical Neuro-Symbolic Decision Transformer

Ali Baheri, Cecilia O. Alm

机构 * Rochester Institute of Technology（罗切斯特理工学院） 纠错

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

A Survey of LLM-based Agents in Medicine: How far are we from Baymax?

Wenxuan Wang, Zizhan Ma, Zheng Wang, Chenghan Wu, Jiaming Ji, Wenting Chen, Xiang Li, Yixuan Yuan

机构 * The Chinese University of Hong Kong（香港中文大学） ； Peking University（北京大学） ； City University of Hong Kong（香港城市大学） ； Massachusetts General Hospital and Harvard Medical School（麻省总医院和哈佛医学院） 纠错

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

Comments ACL 2025 Findings

Algorithmic Language Models with Neurally Compiled Libraries

Lucas Saldyt, Subbarao Kambhampati

机构 * School of Computing and Augmented Intelligence（计算与增强智能学院） ； Arizona State University（亚利桑那州立大学） 纠错

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

Where You Go is Who You Are: Behavioral Theory-Guided LLMs for Inverse Reinforcement Learning

Yuran Sun, Susu Xu, Chenguang Wang, Xilei Zhao

机构 * University of Florida（佛罗里达大学） ； Johns Hopkins University（约翰霍普金斯大学） ； Stony Brook University（石溪大学） 纠错

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

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG

Muhammed Rizwan, Lars Carlsson, Mohammad Loni

机构 * Department of Computer Science, Jönköping University（计算机科学系，约翰科普ิง大学） ； Department of Future Solutions, Volvo Construction Equipment（未来解决方案部，沃尔沃建筑设备公司） 纠错

专题命中 规划推理 ：chain-of-thought(abstract)；CoT(abstract)；分类 cs.CL、cs.LG

Explaining Strategic Decisions in Multi-Agent Reinforcement Learning for Aerial Combat Tactics

Ardian Selmonaj, Alessandro Antonucci, Adrian Schneider, Michael Rüegsegger, Matthias Sommer

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

Comments Published as a journal chapter in NATO Journal of Science and Technology

TrialMatchAI: An End-to-End AI-powered Clinical Trial Recommendation System to Streamline Patient-to-Trial Matching

Majd Abdallah, Sigve Nakken, Mariska Bierkens, Johanna Galvis, Alexis Groppi, Slim Karkar, Lana Meiqari, Maria Alexandra Rujano, Steve Canham, Rodrigo Dienstmann, Remond Fijneman, Eivind Hovig, Gerrit Meijer, Macha Nikolski

专题命中 规划推理 ：reasoning(abstract)；chain-of-thought(abstract)；分类 cs.AI、cs.LG

Long Term Memory: The Foundation of AI Self-Evolution

Xun Jiang, Feng Li, Han Zhao, Jiahao Qiu, Jiaying Wang, Jun Shao, Shihao Xu, Shu Zhang, Weiling Chen, Xavier Tang, Yize Chen, Mengyue Wu, Weizhi Ma, Mengdi Wang, Tianqiao Chen

机构 * Tianqiao and Chrissy Chen Institute（田桥和克里斯西·陈研究所） ； Princeton University（普林斯顿大学） ； Institute for AI Industry Research, Tsinghua University（清华大学人工智能产业研究院） ； Shanghai Jiao Tong University（上海交通大学） ； Shanda Group（尚世集团） 纠错

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

Comments 56 pages, 13 figures

ToMCAT: Theory-of-Mind for Cooperative Agents in Teams via Multiagent Diffusion Policies

Pedro Sequeira, Vidyasagar Sadhu, Melinda Gervasio

机构 * SRI International（SRI国际） 纠错

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

Comments Appears in Proc. of the Adaptive and Learning Agents Workshop (ALA 2025), ala-workshop.github.io

PolicyEvol-Agent: Evolving Policy via Environment Perception and Self-Awareness with Theory of Mind

Yajie Yu, Yue Feng

机构 * School of Computer Science University of Birmingham（计算机科学学院 英国伯明翰大学） 纠错

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

Better Decisions through the Right Causal World Model

Elisabeth Dillies, Quentin Delfosse, Jannis Blüml, Raban Emunds, Florian Peter Busch, Kristian Kersting

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

Comments 5 pages including references, 2 figures

DataLab: A Unified Platform for LLM-Powered Business Intelligence

Luoxuan Weng, Yinghao Tang, Yingchaojie Feng, Zhuo Chang, Ruiqin Chen, Haozhe Feng, Chen Hou, Danqing Huang, Yang Li, Huaming Rao, Haonan Wang, Canshi Wei, Xiaofeng Yang, Yuhui Zhang, Yifeng Zheng, Xiuqi Huang, Minfeng Zhu, Yuxin Ma, Bin Cui, Peng Chen, Wei Chen

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

Comments Accepted to ICDE 2025

RoboAct-CLIP: Video-Driven Pre-training of Atomic Action Understanding for Robotics

Zhiyuan Zhang, Yuxin He, Yong Sun, Junyu Shi, Lijiang Liu, Qiang Nie

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

Comments IROS 2025

A Survey of Large Language Model Agents for Question Answering

Murong Yue

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

Counterfactual experience augmented off-policy reinforcement learning

Sunbowen Lee, Yicheng Gong, Chao Deng

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

Comments Accepted by Neurocomputing, https://doi.org/10.1016/j.neucom.2025.130017

Building Cooperative Embodied Agents Modularly with Large Language Models

Hongxin Zhang, Weihua Du, Jiaming Shan, Qinhong Zhou, Yilun Du, Joshua B. Tenenbaum, Tianmin Shu, Chuang Gan

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

Comments ICLR24. The first two authors contributed equally

Guide-LLM: An Embodied LLM Agent and Text-Based Topological Map for Robotic Guidance of People with Visual Impairments

Sangmim Song, Sarath Kodagoda, Amal Gunatilake, Marc G. Carmichael, Karthick Thiyagarajan, Jodi Martin

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

Shifting Long-Context LLMs Research from Input to Output

Yuhao Wu, Yushi Bai, Zhiqing Hu, Shangqing Tu, Ming Shan Hee, Juanzi Li, Roy Ka-Wei Lee

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

Comments Preprint

Closed-Loop Open-Vocabulary Mobile Manipulation with GPT-4V

Peiyuan Zhi, Zhiyuan Zhang, Yu Zhao, Muzhi Han, Zeyu Zhang, Zhitian Li, Ziyuan Jiao, Baoxiong Jia, Siyuan Huang

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

Comments 6 pages, Accepted at 2025 IEEE ICRA, website: https://come-robot.github.io/

Unified Mind Model: Reimagining Autonomous Agents in the LLM Era

Pengbo Hu, Xiang Ying

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

Comments 18 pages