大模型推理能力

Detecting and Characterizing Planning in Language Models

Jatin Nainani, Sankaran Vaidyanathan, Connor Watts, Andre N. Assis, Alice Rigg

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

Comments 9 pages, 4 figures

Meta-R1: Empowering Large Reasoning Models with Metacognition

Haonan Dong, Haoran Ye, Wenhao Zhu, Kehan Jiang, Guojie Song

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

Planning for Success: Exploring LLM Long-term Planning Capabilities in Table Understanding

Thi-Nhung Nguyen, Hoang Ngo, Dinh Phung, Thuy-Trang Vu, Dat Quoc Nguyen

机构 * Monash University（墨尔本大学） ； Qualcomm AI Research（高通人工智能研究） 纠错

专题命中 规划推理 ：planning(title,abstract)；chain-of-thought(abstract)；分类 cs.CL

Comments Accepted to CoNLL 2025

Multi-Turn Puzzles: Evaluating Interactive Reasoning and Strategic Dialogue in LLMs

Kartikeya Badola, Jonathan Simon, Arian Hosseini, Sara Marie Mc Carthy, Tsendsuren Munkhdalai, Abhimanyu Goyal, Tomáš Kočiský, Shyam Upadhyay, Bahare Fatemi, Mehran Kazemi

机构 * Google DeepMind（谷歌DeepMind） ； Google Research（谷歌研究） 纠错

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

Explainable Counterfactual Reasoning in Depression Medication Selection at Multi-Levels (Personalized and Population)

Xinyu Qin, Mark H. Chignell, Alexandria Greifenberger, Sachinthya Lokuge, Elssa Toumeh, Tia Sternat, Martin Katzman, Lu Wang

机构 * Department of Biomedical Engineering, Cullen College of Engineering（生物医学工程系，工程学院） ； University of Houston（德克萨斯大学） ； Department of Health Systems & Population Health Sciences, Tilman J. Fertitta Family College of Medicine（健康系统与人群健康科学系，蒂尔曼·J·费尔蒂塔家庭医学院） ； University of Toronto（多伦多大学） ； Virginia Tech（弗吉尼亚理工学院） 纠错

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

Taming the Untamed: Graph-Based Knowledge Retrieval and Reasoning for MLLMs to Conquer the Unknown

Bowen Wang, Zhouqiang Jiang, Yasuaki Susumu, Shotaro Miwa, Tianwei Chen, Yuta Nakashima

机构 * Osaka University（大阪大学） ； Mitsubishi Electric Corp.（三菱电机公司） 纠错

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

Comments Aligned with ICCV 2025 camera-ready version

Sim-to-Real Transfer of Deep Reinforcement Learning Agents for Online Coverage Path Planning

Arvi Jonnarth, Ola Johansson, Jie Zhao, Michael Felsberg

机构 * Department of Electrical Engineering, Linköping University, Sweden（瑞典林雪平大学电气工程系） ； Department of Information and Communication Engineering, Dalian University of Technology, China（中国大连理工大学信息与通信工程学院） ； School of Engineering, University of KwaZulu-Natal, Durban, South Africa（南非夸祖鲁-纳塔尔大学工程学院） 纠错

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

Comments Published in IEEE Access

Journal ref IEEE Access, 2025, volume 13, pages 106883-106905

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

HLLM-Creator: Hierarchical LLM-based Personalized Creative Generation

Junyi Chen, Lu Chi, Siliang Xu, Shiwei Ran, Bingyue Peng, Zehuan Yuan

机构 * ByteDance（字节跳动） 纠错

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

DashboardQA: Benchmarking Multimodal Agents for Question Answering on Interactive Dashboards

Aaryaman Kartha, Ahmed Masry, Mohammed Saidul Islam, Thinh Lang, Shadikur Rahman, Ridwan Mahbub, Mizanur Rahman, Mahir Ahmed, Md Rizwan Parvez, Enamul Hoque, Shafiq Joty

机构 * York University（约克大学） ； RBC ； Qatar Computing Research Institute (QCRI)（卡塔尔计算研究所） ； Nanyang Technological University（南洋理工大学） ； Salesforce Research（Salesforce研究） 纠错

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

Trustworthy AI Psychotherapy: Multi-Agent LLM Workflow for Counseling and Explainable Mental Disorder Diagnosis

Mithat Can Ozgun, Jiahuan Pei, Koen Hindriks, Lucia Donatelli, Qingzhi Liu, Junxiao Wang

机构 * Vrije Universiteit Amsterdam（阿姆斯特丹自由大学） ； Wageningen University and Research（瓦赫宁根大学和研究中心） ； Guangzhou University（广州大学） 纠错

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

Comments This paper has been accepted by CIKM 2025 as a full paper

GreenTEA: Gradient Descent with Topic-modeling and Evolutionary Auto-prompting

Zheng Dong, Luming Shang, Gabriela Olinto

机构 * Amazon Buyer Risk Prevention（亚马逊买家风险预防） 纠错

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

X-Teaming: Multi-Turn Jailbreaks and Defenses with Adaptive Multi-Agents

Salman Rahman, Liwei Jiang, James Shiffer, Genglin Liu, Sheriff Issaka, Md Rizwan Parvez, Hamid Palangi, Kai-Wei Chang, Yejin Choi, Saadia Gabriel

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

DSADF: Thinking Fast and Slow for Decision Making

Zhihao Dou, Dongfei Cui, Jun Yan, Weida Wang, Benteng Chen, Haoming Wang, Zeke Xie, Shufei Zhang

机构 * Pratt School of Engineering（普拉特工程学院） ； Duke University（杜克大学） ； School of Computer Science（计算机科学学院） ； Northeast Electric Power University（东北电力大学） ； Department of Information and Communication Engineering（信息与通信工程系） ； Tongji University（同济大学） ； School of Computer Science and Technology（计算机科学与技术学院） ； School of International Education（国际教育学院） ； Beijing University of Chemical Technology（北京化工大学） ； East China Normal University（华东师范大学） ； Information Hub（信息枢纽） ； Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； Chinese Academy of Science（中国科学院） 纠错

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

Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective

Tianyao Shi, Yi Ding

机构 * Purdue University（普渡大学） 纠错

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

Comments 14 pages, 10 figures, 4 tables

Cognitive Decision Routing in Large Language Models: When to Think Fast, When to Think Slow

Y. Du, C. Guo, W. Wang, G. Tang

机构 * Independent Researchers（独立研究者） 纠错

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

Comments 6 pages

Teaching LLMs to Think Mathematically: A Critical Study of Decision-Making via Optimization

Mohammad J. Abdel-Rahman, Yasmeen Alslman, Dania Refai, Amro Saleh, Malik A. Abu Loha, Mohammad Yahya Hamed

机构 * Data Science Department, Princess Sumaya University for Technology（普里姆斯萨大学技术学院数据科学系） ； Electrical and Computer Engineering Department, Virginia Tech（弗吉尼亚理工大学电气与计算机工程系） ； Computer Science Department, Princess Sumaya University for Technology（普里姆斯萨大学技术学院计算机科学系） ； Computer Science Department, King Fahd University of Petroleum and Minerals（国王法赫德石油与矿物大学计算机科学系） 纠错

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

Neural Algorithmic Reasoners informed Large Language Model for Multi-Agent Path Finding

Pu Feng, Size Wang, Yuhong Cao, Junkang Liang, Rongye Shi, Wenjun Wu

机构 * 1State Key Laboratory of Complex \& Critical Software Environment, Beihang University, Beijing, China ； 2School of Artificial Intelligence, Beihang University, Beijing, China ； 3Hangzhou International Innovation Institute, Hangzhou, China ； 4Department of Mechanical Engineering, National University of Singapore, Singapore 纠错

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

Comments Accepted by IJCNN 2025

Citizen Centered Climate Intelligence: Operationalizing Open Tree Data for Urban Cooling and Eco-Routing in Indian Cities

Kaushik Ravi, Andreas Brück

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

Comments Forthcoming book chapter, currently under review for the "HackYourDistrict" initiative at TU Berlin. 20 pages, 9 figures, 1 table

Chinese Court Simulation with LLM-Based Agent System

Kaiyuan Zhang, Jiaqi Li, Yueyue Wu, Haitao Li, Cheng Luo, Shaokun Zou, Yujia Zhou, Weihang Su, Qingyao Ai, Yiqun Liu

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

Rethinking How AI Embeds and Adapts to Human Values: Challenges and Opportunities

Sz-Ting Tzeng, Frank Dignum

机构 * Ume University（乌梅大学） 纠错

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

Comments 7 pages, accepted at VALE 2025

Improving Table Understanding with LLMs and Entity-Oriented Search

Thi-Nhung Nguyen, Hoang Ngo, Dinh Phung, Thuy-Trang Vu, Dat Quoc Nguyen

机构 * Monash University（莫纳什大学） ； Qualcomm AI Research（高通人工智能研究） 纠错

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

Comments Accepted to COLM 2025

DecisionFlow: Advancing Large Language Model as Principled Decision Maker

Xiusi Chen, Shanyong Wang, Cheng Qian, Hongru Wang, Peixuan Han, Heng Ji

机构 * University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

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

Comments EMNLP 2025 Findings; 25 pages, 15 figures

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation

Harsh Singh, Rocktim Jyoti Das, Mingfei Han, Preslav Nakov, Ivan Laptev

机构 * Mohamed bin Zayed University of Artificial Intelligence（穆罕默德·本·扎耶德人工智能大学） 纠错

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

Comments 48 pages

RoboBuddy in the Classroom: Exploring LLM-Powered Social Robots for Storytelling in Learning and Integration Activities

Daniel Tozadore, Nur Ertug, Yasmine Chaker, Mortadha Abderrahim

机构 * Computer-Human Interaction in Learning and Instruction (CHILI) Lab, EPFL, Lausanne, Switzerland（计算机-人类交互在学习与教学（CHILI）实验室，EPFL，拉沃斯，瑞士） ； Depart of Computer Science of the University College London, London, UK（大学学院伦敦计算机科学系，伦敦，英国） 纠错

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

Comments Accepted to be published in the proceedings of 34th IEEE International Conference on Robot and Human Interactive Communication (RO-MAN) in 2025

InReAcTable: LLM-Powered Interactive Visual Data Story Construction from Tabular Data

Gerile Aodeng, Guozheng Li, Yunshan Feng, Qiyang Chen, Yu Zhang, Chi Harold Liu

专题命中 规划推理 ：reasoning(abstract)

Comments 16 pages, 10 figures, accepted at ACM UIST 2025 (to appear)

An LLM-LVLM Driven Agent for Iterative and Fine-Grained Image Editing

Zihan Liang, Jiahao Sun, Haoran Ma

机构 * Kunming University of Science and Technology（昆明理工大学） 纠错

专题命中 规划推理 ：planning(abstract)

FetchBot: Learning Generalizable Object Fetching in Cluttered Scenes via Zero-Shot Sim2Real

Weiheng Liu, Yuxuan Wan, Jilong Wang, Yuxuan Kuang, Wenbo Cui, Xuesong Shi, Haoran Li, Dongbin Zhao, Zhizheng Zhang, He Wang

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； CFCS, School of Computer Science, Peking University（计算机科学系，北京大学） ； Galbot ； Beijing Academy of Artificial Intelligence（北京人工智能研究院） 纠错

专题命中 规划推理 ：planning(abstract)

Comments 9th Annual Conference on Robot Learning (CoRL 2025, Oral)

Multimodal Medical Endoscopic Image Analysis via Progressive Disentangle-aware Contrastive Learning

Junhao Wu, Yun Li, Junhao Li, Jingliang Bian, Xiaomao Fan, Wenbin Lei, Ruxin Wang

机构 * Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences（深圳先进技术研究院，中国科学院） ； First Affiliated Hospital, Sun Yat-sen University（中山大学第一附属医院） ； College of Big Data and Internet, Shenzhen Technology University（深圳技术大学大数据与互联网学院） 纠错

专题命中 规划推理 ：planning(abstract)

Comments 12 pages,6 figures, 6 tables

Baltimore Atlas: FreqWeaver Adapter for Semi-supervised Ultra-high Spatial Resolution Land Cover Classification

Junhao Wu, Aboagye-Ntow Stephen, Chuyuan Wang, Gang Chen, Xin Huang

机构 * Towson University（托逊大学） ； University of North Carolina at Charlotte（北卡罗来纳州夏洛特大学） 纠错

专题命中 规划推理 ：planning(abstract)