大模型推理能力

Personalized Constitutionally-Aligned Agentic Superego: Secure AI Behavior Aligned to Diverse Human Values

Nell Watson, Ahmed Amer, Evan Harris, Preeti Ravindra, Shujun Zhang

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

Comments 42 pages, 6 figures

Journal ref Information 2025, 16(8), 651

Edge2Prompt: Modality-Agnostic Model for Out-of-Distribution Liver Segmentation

Nathan Hollet, Oumeymah Cherkaoui, Philippe C. Cattin, Sidaty El Hadramy

专题命中 规划推理 ：planning(abstract)

Comments 8 pages, 3 figures, 3 tables

MultiNash-PF: A Particle Filtering Approach for Computing Multiple Local Generalized Nash Equilibria in Trajectory Games

Maulik Bhatt, Iman Askari, Yue Yu, Ufuk Topcu, Huazhen Fang, Negar Mehr

机构 * University of California, Berkeley（加州大学伯克利分校） ； University of Kansas（堪萨斯大学） ； University of Minnesota（明尼苏达大学） ； University of Texas at Austin（德克萨斯大学奥斯汀分校） 纠错

专题命中 规划推理 ：planning(abstract)

Language-Driven Policy Distillation for Cooperative Driving in Multi-Agent Reinforcement Learning

Jiaqi Liu, Chengkai Xu, Peng Hang, Jian Sun, Wei Zhan, Masayoshi Tomizuka, Mingyu Ding

机构 * Department of Computer Science at University of North Carolina at Chapel Hill（北卡罗来纳大学教堂山分校计算机科学系） ； College of Transportation and Key Laboratory of Road and Traffic Engineering, Ministry of Education, Tongji University（同济大学交通学院及交通工程教育部重点实验室） ； Department of Mechanical Engineering at the University of California, Berkeley（加州大学伯克利分校机械工程系） 纠错

专题命中 规划推理 ：reasoning(abstract)

CoT-Pose: Chain-of-Thought Reasoning for 3D Pose Generation from Abstract Prompts

Junuk Cha, Jihyeon Kim

专题命中 视觉空间推理 ：reasoning(title,abstract)；chain-of-thought(title,abstract)；CoT(title,abstract)

Comments ICCVW'25

Schema-Guided Scene-Graph Reasoning based on Multi-Agent Large Language Model System

Yiye Chen, Harpreet Sawhney, Nicholas Gydé, Yanan Jian, Jack Saunders, Patricio Vela, Ben Lundell

专题命中 视觉空间推理 ：reasoning(title,abstract)；planning(abstract)；分类 cs.AI、cs.LG

Comments In submission

Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation

Yunpeng Gao, Zhigang Wang, Pengfei Han, Linglin Jing, Dong Wang, Bin Zhao

专题命中 视觉空间推理 ：reasoning(title,abstract)；分类 cs.AI

Co-VisiON: Co-Visibility ReasONing on Sparse Image Sets of Indoor Scenes

Chao Chen, Nobel Dang, Juexiao Zhang, Wenkai Sun, Pengfei Zheng, Xuhang He, Yimeng Ye, Jiasheng Zhang, Taarun Srinivas, Chen Feng

机构 * New York University（纽约大学） 纠错

专题命中 视觉空间推理 ：reasoning(title,abstract)

Autonomous Navigation of Cloud-Controlled Quadcopters in Confined Spaces Using Multi-Modal Perception and LLM-Driven High Semantic Reasoning

Shoaib Ahmmad, Zubayer Ahmed Aditto, Md Mehrab Hossain, Noushin Yeasmin, Shorower Hossain

机构 * Department of Mechanical Engineering（机械工程系） ； Rajshahi University of Engineering and Technology（拉贾沙希工程与技术大学） ； Department of Industrial and Production Engineering（工业与生产工程系） ； Shahjalal University of Science and Technology（沙赫jalal科学与技术大学） ； Bangladesh University of Engineering and Technology（孟加拉工程与技术大学） ； Department of Urban and Regional Planning（城市与区域规划系） ； Department of Computer Science Engineering（计算机科学与工程系） ； United International University（联合国际大学） 纠错

专题命中 视觉空间推理 ：reasoning(title)；分类 cs.AI

CDP: Towards Robust Autoregressive Visuomotor Policy Learning via Causal Diffusion

Jiahua Ma, Yiran Qin, Yixiong Li, Xuanqi Liao, Yulan Guo, Ruimao Zhang

机构 * Sun Yat-sen University（中山大学） ； CUHK(SZ)（香港中文大学（深圳）） ； Oxford（牛津大学） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)；planning(abstract)

Vision-Based Localization and LLM-based Navigation for Indoor Environments

Keyan Rahimi, Md. Wasiul Haque, Sagar Dasgupta, Mizanur Rahman

机构 * Brown University（布朗大学） ； The University of Alabama（阿拉巴马大学） ； Department of Civil Construction & Environmental Engineering（土木建设与环境工程系） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments 20 pages, 6 figures, 1 table

ForeSight: Multi-View Streaming Joint Object Detection and Trajectory Forecasting

Sandro Papais, Letian Wang, Brian Cheong, Steven L. Waslander

机构 * University of Toronto（多伦多大学） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)

Comments Accepted to ICCV 2025

AdjustAR: AI-Driven In-Situ Adjustment of Site-Specific Augmented Reality Content

Nels Numan, Jessica Van Brummelen, Ziwen Lu, Anthony Steed

专题命中 视觉空间推理 ：reasoning(abstract)

Comments 4 pages, 1 figure, ACM UIST 2025 Poster

VideoSAVi: Self-Aligned Video Language Models without Human Supervision

Yogesh Kulkarni, Pooyan Fazli

机构 * Arizona State University（亚利桑那州立大学） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)

Comments COLM 2025

Evaluating Large Language Models as Expert Annotators

Yu-Min Tseng, Wei-Lin Chen, Chung-Chi Chen, Hsin-Hsi Chen

机构 * National Taiwan University（台湾大学） ； Virginia Tech（弗吉尼亚理工大学） ； University of Virginia（弗吉尼亚大学） ； AIST, Japan（日本产业技术综合研究所） ； AINTU, Taiwan（台湾人工智能技术研究所） 纠错

专题命中 测试时计算 ：reasoning(abstract)；chain-of-thought(abstract)；CoT(abstract)；分类 cs.CL

Comments Accepted to COLM 2025

WebDancer: Towards Autonomous Information Seeking Agency

Jialong Wu, Baixuan Li, Runnan Fang, Wenbiao Yin, Liwen Zhang, Zhengwei Tao, Dingchu Zhang, Zekun Xi, Gang Fu, Yong Jiang, Pengjun Xie, Fei Huang, Jingren Zhou

机构 * Tongyi Lab , Alibaba Group（通义实验室，阿里巴巴集团） 纠错

专题命中 测试时计算 ：reasoning(abstract)；分类 cs.CL

Reasoning Capabilities of Large Language Models on Dynamic Tasks

Annie Wong, Thomas Bäck, Aske Plaat, Niki van Stein, Anna V. Kononova

机构 * Leiden Institute of Advanced Computer Science（莱顿先进计算机科学研究所） ； Leiden University（莱顿大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；chain-of-thought(abstract)；planning(abstract)；分类 cs.CL、cs.AI

CLGRPO: Reasoning Ability Enhancement for Small VLMs

Fanyi Wang, Binzhi Dong, Haotian Hu, Jinjin Xu, Zhiwang Zhang

机构 * Honor AI Center（荣耀人工智能中心） ； Zhejiang University（浙江大学） ； Bytedance（字节跳动） ； Ningbo Tech University（宁波科技学院） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；chain-of-thought(abstract)；CoT(abstract)

Comments 11 pages, 5 figures

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems

Hao Gu, Rui Zhong, Yu Xia, Wei Yang, Chi Lu, Peng Jiang, Kun Gai

专题命中 复杂问题求解 ：reasoning(title,abstract)

Comments Accepted by Recsys25

MV-CoRe: Multimodal Visual-Conceptual Reasoning for Complex Visual Question Answering

Jingwei Peng, Jiehao Chen, Mateo Alejandro Rojas, Meilin Zhang

机构 * Shaanxi University of Technology（陕西理工大学） ； Technological University of Peru（秘鲁技术大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)

Understanding Human Limits in Pattern Recognition: A Computational Model of Sequential Reasoning in Rock, Paper, Scissors

Logan Cross, Erik Brockbank, Tobias Gerstenberg, Judith E. Fan, Daniel L. K. Yamins, Nick Haber

机构 * Stanford Computer Science（斯坦福大学计算机科学系） ； Stanford Department of Psychology（斯坦福大学心理学系） ； Stanford Graduate School of Education（斯坦福大学教育研究生院） 纠错

专题命中 复杂问题求解 ：reasoning(title)；分类 cs.AI

Comments To be published in Proceedings of the 8th Annual Conference on Cognitive Computational Neuroscience (2025)

Small-Large Collaboration: Training-efficient Concept Personalization for Large VLM using a Meta Personalized Small VLM

Sihan Yang, Huitong Ji, Shaolin Lu, Jiayi Chen, Binxiao Xu, Ming Lu, Yuanxing Zhang, Wenhui Dong, Wentao Zhang

机构 * Peking University（北京大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；CoT(abstract)

FEAT: A Multi-Agent Forensic AI System with Domain-Adapted Large Language Model for Automated Cause-of-Death Analysis

Chen Shen, Wanqing Zhang, Kehan Li, Erwen Huang, Haitao Bi, Aiying Fan, Yiwen Shen, Hongmei Dong, Ji Zhang, Yuming Shao, Zengjia Liu, Xinshe Liu, Tao Li, Chunxia Yan, Shuanliang Fan, Di Wu, Jianhua Ma, Bin Cong, Zhenyuan Wang, Chunfeng Lian

机构 * Key Laboratory of National Ministry of Health for Forensic Sciences, School of Medicine \& Forensics, Health Science Center, Xi'an Jiaotong University, Xi'an, Shaanxi 710049, China ； School of Mathematics ； Statistics, Xi'an Jiaotong University, Xi'an, Shaanxi 710149, China ； Hebei Key Laboratory of Forensic Medicine, College of Forensic Medicine, Hebei Medical University, Shijiazhuang, Hebei 050017, China ； Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science ； Technology, Xi'an Jiaotong University, Xi'an, Shaanxi 710049, China ； Faculty of Forensic Medicine, Guangdong Province Translational Forensic Medicine Engineering Technology Research Center, Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, Guangdong 510080, China ； Department of Forensic Medicine, Xinxiang Medical University, Xinxiang, Henan 453003, China ； Department of Forensic Medicine, School of Basic Medical Sciences, Fudan University, Shanghai 200032, China ； Department of Forensic Medicine, Tongji Medical College, Huazhong University of Science ； Shanghai Key Laboratory of Forensic Medicine, Shanghai Forensic Service Platform, Academy of Forensic Science, Ministry of Justice, Shanghai 200063, China ； School of Forensic Medicine of Jining Medical University, Jining, Shandong 272067, China 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments 18pages, 6 figures

LLM-based Agents for Automated Confounder Discovery and Subgroup Analysis in Causal Inference

Po-Han Lee, Yu-Cheng Lin, Chan-Tung Ku, Chan Hsu, Pei-Cing Huang, Ping-Hsun Wu, Yihuang Kang

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI、cs.LG

Multi-level Advantage Credit Assignment for Cooperative Multi-Agent Reinforcement Learning

Xutong Zhao, Yaqi Xie

机构 * Mila - Quebec AI Institute（魁北克AI研究所） ； Polytechnique Montréal（蒙特利尔理工学院） ； School of Computer Science, Carnegie Mellon University（卡内基梅隆大学计算机科学学院） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments Accepted at AISTATS 2025

MSU-Bench: Towards Understanding the Conversational Multi-talker Scenarios

Shuai Wang, Zhaokai Sun, Zhennan Lin, Chengyou Wang, Zhou Pan, Lei Xie

机构 * MSU（密歇根州立大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)

Zoom-Refine: Boosting High-Resolution Multimodal Understanding via Localized Zoom and Self-Refinement

Xuan Yu, Dayan Guan, Yanfeng Gu

机构 * Harbin Institute of Technology（哈尔滨工业大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)

Comments Code is available at https://github.com/xavier-yu114/Zoom-Refine

Leaps Beyond the Seen: Reinforced Reasoning Augmented Generation for Clinical Notes

Lo Pang-Yun Ting, Chengshuai Zhao, Yu-Hua Zeng, Yuan Jee Lim, Kun-Ta Chuang, Huan Liu

专题命中 推理评测 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

ALFA: Aligning LLMs to Ask Good Questions A Case Study in Clinical Reasoning

Shuyue Stella Li, Jimin Mun, Faeze Brahman, Pedram Hosseini, Bryceton G. Thomas, Jessica M. Sin, Bing Ren, Jonathan S. Ilgen, Yulia Tsvetkov, Maarten Sap

机构 * University of Washington（华盛顿大学） ； Carnegie Mellon University（卡内基梅隆大学） ； Allen Institute for AI（人工智能研究院） ； Lavita AI（Lavita人工智能） ； Dartmouth Medicine（达特茅斯医学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)；分类 cs.CL

Comments 29 pages, 8 figures, 12 tables

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving

Mihir Godbole, Xiangbo Gao, Zhengzhong Tu

机构 * Texas A&M University（德克萨斯A&M大学） 纠错

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

Comments 19 pages, 5 figures, Preprint under review. Code available at: https://github.com/taco-group/DRAMA-X