大模型推理能力

Exemplar-Guided Planing: Enhanced LLM Agent for KGQA

Jingao Xu, Shuoyoucheng Ma, Xin Song, Rong Jiang, Hongkui Tu, Bin Zhou

机构 * College of Computer Science and Technology, National University of Defense Technology, Changsha, China（计算机科学与技术学院，国防科技大学，长沙，中国） 纠错

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

A Survey on Agentic Multimodal Large Language Models

Huanjin Yao, Ruifei Zhang, Jiaxing Huang, Jingyi Zhang, Yibo Wang, Bo Fang, Ruolin Zhu, Yongcheng Jing, Shunyu Liu, Guanbin Li, Dacheng Tao

机构 * Nanyang Technological University, Singapore（南洋理工大学，新加坡） ； Chinese University of Hong Kong, Shenzhen, China（香港中文大学（深圳）） ； Shenzhen Research Institute of Big Data, China（大数据研究 institute） ； Sun Yat-sen University, China（中山大学） ； City University of Hong Kong, China（香港城市大学） ； Communication University of China, China（通信大学） 纠错

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

Align2Act: Instruction-Tuned Models for Human-Aligned Autonomous Driving

Kanishkha Jaisankar, Sunidhi Tandel

机构 * New York University（纽约大学） 纠错

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

From Problem-Solving to Teaching Problem-Solving: Aligning LLMs with Pedagogy using Reinforcement Learning

David Dinucu-Jianu, Jakub Macina, Nico Daheim, Ido Hakimi, Iryna Gurevych, Mrinmaya Sachan

机构 * Department of Computer Science, ETH Zurich（苏黎世联邦理工学院计算机科学系） ； ETH AI Center（ETH人工智能中心） ； Ubiquitous Knowledge Processing Lab (UKP Lab), Department of Computer Science, Technical University of Darmstadt and National Research Center for Applied Cybersecurity ATHENE, Germany（达姆施塔特技术大学计算机科学系、应用网络安全国家研究中心ATHENE） 纠错

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

Comments Accepted to EMNLP 2025 Main as an oral presentation. David Dinucu-Jianu and Jakub Macina contributed equally. Code available: https://github.com/eth-lre/PedagogicalRL

Dyna-Mind: Learning to Simulate from Experience for Better AI Agents

Xiao Yu, Baolin Peng, Michel Galley, Hao Cheng, Qianhui Wu, Janardhan Kulkarni, Suman Nath, Zhou Yu, Jianfeng Gao

机构 * Columbia University（哥伦比亚大学） ； Microsoft Research（微软研究院） 纠错

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

Guiding Exploration in Reinforcement Learning Through LLM-Augmented Observations

Vaibhav Jain, Gerrit Grossmann

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

Comments Accepted to LM4Plan Workshop @ ICAPS 2025 (withdrawn before presentation due to lack of travel funding)

Optimizing delivery for quick commerce factoring qualitative assessment of generated routes

Milon Bhattacharya, Milan Kumar

机构 * Dept. of Production & Operations Management, IIM Visakhapatnam（生产与运营管理系，IIM维萨卡帕坦姆） 纠错

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

LLM-Based Data Science Agents: A Survey of Capabilities, Challenges, and Future Directions

Mizanur Rahman, Amran Bhuiyan, Mohammed Saidul Islam, Md Tahmid Rahman Laskar, Ridwan Mahbub, Ahmed Masry, Shafiq Joty, Enamul Hoque

机构 * York University（约克大学） ； Vector Institute for AI（人工智能矢量研究所） ； Dialpad Inc.（Dialpad公司） ； Nanyang Technological University（南洋理工大学） ； 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

Comments Survey paper; 45 data science agents; under review

Alternatives To Next Token Prediction In Text Generation -- A Survey

Charlie Wyatt, Aditya Joshi, Flora Salim

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

VLM See, Robot Do: Human Demo Video to Robot Action Plan via Vision Language Model

Beichen Wang, Juexiao Zhang, Shuwen Dong, Irving Fang, Chen Feng

机构 * New York University（纽约大学） 纠错

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

ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning

Mingyang Chen, Linzhuang Sun, Tianpeng Li, Haoze Sun, Yijie Zhou, Chenzheng Zhu, Haofen Wang, Jeff Z. Pan, Wen Zhang, Huajun Chen, Fan Yang, Zenan Zhou, Weipeng Chen

机构 * Baichuan Inc.（北川公司） ； University of Chinese Academy of Sciences（中国科学院大学） ； Tongji University（同济大学） ； The University of Edinburgh（爱丁堡大学） ； Zhejiang University（浙江大学） 纠错

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

Comments Accepted to NeurIPS 2025

Intelligent Reservoir Decision Support: An Integrated Framework Combining Large Language Models, Advanced Prompt Engineering, and Multimodal Data Fusion for Real-Time Petroleum Operations

Seyed Kourosh Mahjour, Seyed Saman Mahjour

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

Prior Prompt Engineering for Reinforcement Fine-Tuning

Pittawat Taveekitworachai, Potsawee Manakul, Sarana Nutanong, Kunat Pipatanakul

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

Comments Accepted at EMNLP 2025, Main; 26 pages, 42 figures

Trust but Verify! A Survey on Verification Design for Test-time Scaling

V Venktesh, Mandeep Rathee, Avishek Anand

机构 * Stockholm University（斯德哥尔摩大学） ； L3S Research Center（L3S研究中心） ； TU Delft（代尔夫特理工大学） 纠错

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

Comments 18 pages

PyVision: Agentic Vision with Dynamic Tooling

Shitian Zhao, Haoquan Zhang, Shaoheng Lin, Ming Li, Qilong Wu, Kaipeng Zhang, Chen Wei

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

Comments 26 Pages, 10 Figures, Technical report, Fix Typo

Evaluating Retrieval-Augmented Generation Strategies for Large Language Models in Travel Mode Choice Prediction

Yiming Xu, Junfeng Jiao

机构 * School of Architecture, The University of Texas at Austin（德克萨斯大学建筑学院） 纠错

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

Intern-S1: A Scientific Multimodal Foundation Model

Lei Bai, Zhongrui Cai, Yuhang Cao, Maosong Cao, Weihan Cao, Chiyu Chen, Haojiong Chen, Kai Chen, Pengcheng Chen, Ying Chen, Yongkang Chen, Yu Cheng, Pei Chu, Tao Chu, Erfei Cui, Ganqu Cui, Long Cui, Ziyun Cui, Nianchen Deng, Ning Ding, Nanqing Dong, Peijie Dong, Shihan Dou, Sinan Du, Haodong Duan, Caihua Fan, Ben Gao, Changjiang Gao, Jianfei Gao, Songyang Gao, Yang Gao, Zhangwei Gao, Jiaye Ge, Qiming Ge, Lixin Gu, Yuzhe Gu, Aijia Guo, Qipeng Guo, Xu Guo, Conghui He, Junjun He, Yili Hong, Siyuan Hou, Caiyu Hu, Hanglei Hu, Jucheng Hu, Ming Hu, Zhouqi Hua, Haian Huang, Junhao Huang, Xu Huang, Zixian Huang, Zhe Jiang, Lingkai Kong, Linyang Li, Peiji Li, Pengze Li, Shuaibin Li, Tianbin Li, Wei Li, Yuqiang Li, Dahua Lin, Junyao Lin, Tianyi Lin, Zhishan Lin, Hongwei Liu, Jiangning Liu, Jiyao Liu, Junnan Liu, Kai Liu, Kaiwen Liu, Kuikun Liu, Shichun Liu, Shudong Liu, Wei Liu, Xinyao Liu, Yuhong Liu, Zhan Liu, Yinquan Lu, Haijun Lv, Hongxia Lv, Huijie Lv, Qitan Lv, Ying Lv, Chengqi Lyu, Chenglong Ma, Jianpeng Ma, Ren Ma, Runmin Ma, Runyuan Ma, Xinzhu Ma, Yichuan Ma, Zihan Ma, Sixuan Mi, Junzhi Ning, Wenchang Ning, Xinle Pang, Jiahui Peng, Runyu Peng, Yu Qiao, Jiantao Qiu, Xiaoye Qu, Yuan Qu, Yuchen Ren, Fukai Shang, Wenqi Shao, Junhao Shen, Shuaike Shen, Chunfeng Song, Demin Song, Diping Song, Chenlin Su, Weijie Su, Weigao Sun, Yu Sun, Qian Tan, Cheng Tang, Huanze Tang, Kexian Tang, Shixiang Tang, Jian Tong, Aoran Wang, Bin Wang, Dong Wang, Lintao Wang, Rui Wang, Weiyun Wang, Wenhai Wang, Jiaqi Wang, Yi Wang, Ziyi Wang, Ling-I Wu, Wen Wu, Yue Wu, Zijian Wu, Linchen Xiao, Shuhao Xing, Chao Xu, Huihui Xu, Jun Xu, Ruiliang Xu, Wanghan Xu, GanLin Yang, Yuming Yang, Haochen Ye, Jin Ye, Shenglong Ye, Jia Yu, Jiashuo Yu, Jing Yu, Fei Yuan, Yuhang Zang, Bo Zhang, Chao Zhang, Chen Zhang, Hongjie Zhang, Jin Zhang, Qiaosheng Zhang, Qiuyinzhe Zhang, Songyang Zhang, Taolin Zhang, Wenlong Zhang, Wenwei Zhang, Yechen Zhang, Ziyang Zhang, Haiteng Zhao, Qian Zhao, Xiangyu Zhao, Xiangyu Zhao, Bowen Zhou, Dongzhan Zhou, Peiheng Zhou, Yuhao Zhou, Yunhua Zhou, Dongsheng Zhu, Lin Zhu, Yicheng Zou

机构 * Intern-S1 Team（Intern-S1团队） 纠错

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

TransLLM: A Unified Multi-Task Foundation Framework for Urban Transportation via Learnable Prompting

Jiaming Leng, Yunying Bi, Chuan Qin, Bing Yin, Yanyong Zhang, Chao Wang

机构 * University of Science and Technology of China（科学技术大学） ； Computer Network Information Center, Chinese Academy of Sciences.（中国科学院计算机网络信息中心） 纠错

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

Generalizable LLM Learning of Graph Synthetic Data with Post-training Alignment

Yizhuo Zhang, Heng Wang, Shangbin Feng, Zhaoxuan Tan, Xinyun Liu, Yulia Tsvetkov

机构 * University of Washington（华盛顿大学） ； Xi’an Jiaotong University（西安交通大学） ； University of Notre Dame（圣母大学） ； Google（谷歌） 纠错

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

Comments 8 pages, 1 figures, 2 tables. Experimental code and results are publicly available at https://anonymous.4open.science/r/Graph_RL-BF08/readme.md

A Comprehensive Review of AI Agents: Transforming Possibilities in Technology and Beyond

Xiaodong Qu, Andrews Damoah, Joshua Sherwood, Peiyan Liu, Christian Shun Jin, Lulu Chen, Minjie Shen, Nawwaf Aleisa, Zeyuan Hou, Chenyu Zhang, Lifu Gao, Yanshu Li, Qikai Yang, Qun Wang, Cristabelle De Souza

机构 * University of Maryland, College Park（马里兰大学学院公园分校） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Brown University（布朗大学） ； San Francisco State University（旧金山州立大学） ； Stanford University（斯坦福大学） 纠错

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

A Unified Multi-Agent Framework for Universal Multimodal Understanding and Generation

Jiulin Li, Ping Huang, Yexin Li, Shuo Chen, Juewen Hu, Ye Tian

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

Comments 8 pages, 5 figures

Leveraging Large Language Models for Collective Decision-Making

Marios Papachristou, Longqi Yang, Chin-Chia Hsu

机构 * Cornell University（康奈尔大学） ； Microsoft（微软公司） 纠错

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

Comments To appear at ACM CSCW 2025

Journal ref Proceedings of the ACM on Human-Computer Interaction 2025

Neurosymbolic AI for Travel Demand Prediction: Integrating Decision Tree Rules into Neural Networks

Kamal Acharya, Mehul Lad, Liang Sun, Houbing Song

机构 * Department of Information Systems University of Maryland Baltimore County Baltimore, MD, US（信息系统系马里兰大学巴尔的摩县） ； Department of Mechanical Engineering Baylor University Waco,TX, US（机械工程系贝勒大学） 纠错

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

Comments 9 pages, 5 figures, this paper is under review in the conference

Self-Steering Language Models

Gabriel Grand, Joshua B. Tenenbaum, Vikash K. Mansinghka, Alexander K. Lew, Jacob Andreas

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

Comments Accepted to COLM 2025

Cognitive Duality for Adaptive Web Agents

Jiarun Liu, Chunhong Zhang, Zheng Hu

机构 * Beijing University of Posts and Telecommunications（北京邮电大学） 纠错

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

Enhancing Vision-Language Model Training with Reinforcement Learning in Synthetic Worlds for Real-World Success

George Bredis, Stanislav Dereka, Viacheslav Sinii, Ruslan Rakhimov, Daniil Gavrilov

机构 * George Bredis（无） ； Stanislav Dereka（无） ； Viacheslav Sinii（无） ； Ruslan Rakhimov（无） ； Daniil Gavrilov（无） 纠错

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

AGENTiGraph: A Multi-Agent Knowledge Graph Framework for Interactive, Domain-Specific LLM Chatbots

Xinjie Zhao, Moritz Blum, Fan Gao, Yingjian Chen, Boming Yang, Luis Marquez-Carpintero, Mónica Pina-Navarro, Yanran Fu, So Morikawa, Yusuke Iwasawa, Yutaka Matsuo, Chanjun Park, Irene Li

机构 * The University of Tokyo（东京大学） ； University of Bielefeld（比勒菲尔德大学） ； University of Alicante（阿利坎特大学） ； Soongsil University（顺世大学） 纠错

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

Comments CIKM 2025, Demo Track

An analysis of AI Decision under Risk: Prospect theory emerges in Large Language Models

Kenneth Payne

机构 * King’s College London（伦敦国王学院） 纠错

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

Comments 26 pages, 2 figures, 9 tables, 2 appendices

VLMgineer: Vision Language Models as Robotic Toolsmiths

George Jiayuan Gao, Tianyu Li, Junyao Shi, Yihan Li, Zizhe Zhang, Nadia Figueroa, Dinesh Jayaraman

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

Comments Project Website: https://vlmgineer.github.io/release

Goal-Oriented Sequential Bayesian Experimental Design for Causal Learning

Zheyu Zhang, Jiayuan Dong, Jie Liu, Xun Huan

机构 * Department of Computer Science and Engineering（计算机科学与工程系） ； Department of Mechanical Engineering（机械工程系） ； Gilbert S. Omenn Department of Computational Medicine and Bioinformatics（Gilbert S. Omenn 计算医学与生物信息学部门） 纠错

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

Comments 10 pages, 6 figures