大模型推理能力

Mol-R1: Towards Explicit Long-CoT Reasoning in Molecule Discovery

Jiatong Li, Weida Wang, Qinggang Zhang, Junxian Li, Di Zhang, Changmeng Zheng, Shufei Zhang, Xiaoyong Wei, Qing Li

专题命中 数学推理 ：reasoning(title,abstract)；CoT(title,abstract)；chain-of-thought(abstract)；分类 cs.CL

Comments 20 pages

Train Long, Think Short: Curriculum Learning for Efficient Reasoning

Hasan Abed Al Kader Hammoud, Kumail Alhamoud, Abed Hammoud, Elie Bou-Zeid, Marzyeh Ghassemi, Bernard Ghanem

机构 * King Abdullah University of Science and Technology (KAUST), Saudi Arabia（卡布尔大学科学与技术大学） ； Massachusetts Institute of Technology (MIT), Cambridge, MA, USA（麻省理工学院） ； Princeton University, Princeton, NJ, USA（普林斯顿大学） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；verifier(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Under Review

InfiAlign: A Scalable and Sample-Efficient Framework for Aligning LLMs to Enhance Reasoning Capabilities

Shuo Cai, Su Lu, Qi Zhou, Kejing Yang, Zhijie Sang, Congkai Xie, Hongxia Yang

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

DynaSwarm: Dynamically Graph Structure Selection for LLM-based Multi-agent System

Hui Yi Leong, Yuqing Wu

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

Comments content error

MiGrATe: Mixed-Policy GRPO for Adaptation at Test-Time

Peter Phan, Dhruv Agarwal, Kavitha Srinivas, Horst Samulowitz, Pavan Kapanipathi, Andrew McCallum

专题命中 代码与定理证明 ：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

A Framework for FAIR and CLEAR Ecological Data and Knowledge: Semantic Units for Synthesis and Causal Modelling

Lars Vogt, Birgitta König-Ries, Tim Alamenciak, Joshua I. Brian, Carlos Alberto Arnillas, Lotte Korell, Robert Frühstückl, Tina Heger

专题命中 逻辑推理 ：reasoning(abstract)

TT-XAI: Trustworthy Clinical Text Explanations via Keyword Distillation and LLM Reasoning

Kristian Miok, Blaz Škrlj, Daniela Zaharie, Marko Robnik Šikonja

机构 * Faculty of Computer and Information Science, University of Ljubljana, Slovenia（卢布尔雅那大学计算机与信息科学学院） ； ICAM - Advanced Environmental Research Institute, West University of Timisoara, Romania（蒂米șoara西大学先进环境研究所） ； Department of Computer Science, West University of Timisoara, Romania（蒂米șoa拉西大学计算机科学系） 纠错

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

Efficient Agent: Optimizing Planning Capability for Multimodal Retrieval Augmented Generation

Yuechen Wang, Yuming Qiao, Dan Meng, Jun Yang, Haonan Lu, Zhenyu Yang, Xudong Zhang

机构 * OPPO Research Institute（OPPO研究院） ； OPPO AI Center（OPPO人工智能中心） 纠错

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

REX-RAG: Reasoning Exploration with Policy Correction in Retrieval-Augmented Generation

Wentao Jiang, Xiang Feng, Zengmao Wang, Yong Luo, Pingbo Xu, Zhe Chen, Bo Du, Jing Zhang

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

Comments 17 pages, 4 figures; updated references

Optimal Coupled Sensor Placement and Path-Planning in Unknown Time-Varying Environments

Prakash Poudel, Raghvendra V. Cowlagi

专题命中 规划推理 ：planning(title,abstract)

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

Simulating Generative Social Agents via Theory-Informed Workflow Design

Yuwei Yan, Jinghua Piao, Xiaochong Lan, Chenyang Shao, Pan Hui, Yong Li

机构 * Information Hub The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）信息中心） ； Department of Electronic Engineering Tsinghua University（清华大学电子工程系） 纠错

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

Edge-Based Multimodal Sensor Data Fusion with Vision Language Models (VLMs) for Real-time Autonomous Vehicle Accident Avoidance

Fengze Yang, Bo Yu, Yang Zhou, Xuewen Luo, Zhengzhong Tu, Chenxi Liu

机构 * Department of Civil & Environmental Engineering University of Utah（土木与环境工程系 犹他大学） ； Zachry Department of Civil and Environmental Engineering Texas A&M University（扎克里系 土木与环境工程系 德克萨斯农工大学） ； Department of Computer Science & Engineering Texas A&M University（计算机科学与工程系 德克萨斯农工大学） 纠错

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

Comments 24 pages, 6 tables, 7 figures

Steerable Pluralism: Pluralistic Alignment via Few-Shot Comparative Regression

Jadie Adams, Brian Hu, Emily Veenhuis, David Joy, Bharadwaj Ravichandran, Aaron Bray, Anthony Hoogs, Arslan Basharat

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

Comments AIES '25: Proceedings of the 2025 AAAI/ACM Conference on AI, Ethics, and Society

Chemist-aligned retrosynthesis by ensembling diverse inductive bias models

Krzysztof Maziarz, Guoqing Liu, Hubert Misztela, Austin Tripp, Junren Li, Aleksei Kornev, Piotr Gaiński, Holger Hoefling, Mike Fortunato, Rishi Gupta, Marwin Segler

机构 * Microsoft Research AI for Science（微软研究院人工智能与科学研究中心） ； Novartis Biomedical Research（诺华生物医学研究） ； University of Cambridge（剑桥大学） ； Jagiellonian University（雅盖隆大学） 纠错

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

BrowseMaster: Towards Scalable Web Browsing via Tool-Augmented Programmatic Agent Pair

Xianghe Pang, Shuo Tang, Rui Ye, Yuwen Du, Yaxin Du, Siheng Chen

机构 * School of Artificial Intelligence, Shanghai Jiao Tong University（人工智能学院，上海交通大学） 纠错

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

Forecast-Driven MPC for Decentralized Multi-Robot Collision Avoidance

Hadush Hailu, Bruk Gebregziabher, Prudhvi Raj

机构 * Department of Computer Science（计算机科学系） ； Maharishi International University（玛哈里什国际大学） ； Electrical Engineering and Computing（电气工程与计算） ； University of Zagreb（扎格雷布大学） ； Eastern Illinois University（东部伊利诺伊大学） 纠错

专题命中 规划推理 ：planning(abstract)

Comments 8 pages, 4 figures and 1 table

Frequency Point Game Environment for UAVs via Expert Knowledge and Large Language Model

Jingpu Yang, Hang Zhang, Fengxian Ji, Yufeng Wang, Mingjie Wang, Yizhe Luo, Wenrui Ding

专题命中 规划推理 ：planning(abstract)

Bridging Formal Language with Chain-of-Thought Reasoning to Geometry Problem Solving

Tianyun Yang, Yunwen Li, Ziniu Li, Zhihang Lin, Ruoyu Sun, Tian Ding

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

VLM-3D:End-to-End Vision-Language Models for Open-World 3D Perception

Fuhao Chang, Shuxin Li, Yabei Li, Lei He

机构 * School of Vehicle and Mobility, Tsinghua University（清华大学车辆与移动性学院） ； State Key Laboratory of Intelligent Green Vehicle and Mobility, Tsinghua University（清华大学智能绿色车辆与移动性国家重点实验室） ； College of Information and Electrical Engineering, China Agricultural University（中国农业大学信息与电气工程学院） ； School of Statistics and Data Science, Southwestern University of Finance and Economics（西南财经大学统计与数据科学学院） ； Meituan, China（美团（中国）） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)

3DFroMLLM: 3D Prototype Generation only from Pretrained Multimodal LLMs

Noor Ahmed, Cameron Braunstein, Steffen Eger, Eddy Ilg

专题命中 视觉空间推理 ：reasoning(abstract)

What Changed and What Could Have Changed? State-Change Counterfactuals for Procedure-Aware Video Representation Learning

Chi-Hsi Kung, Frangil Ramirez, Juhyung Ha, Yi-Ting Chen, David Crandall, Yi-Hsuan Tsai

机构 * Indiana University（印第安纳大学） ； National Yang-Ming Chiao-Tung University（国家阳明交通大学） ； Atmanity Inc.（Atmanity公司） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)

Comments 16 pages, 4 figures

Journal ref International Conference on Computer Vision, ICCV 2025

Semantic Mapping in Indoor Embodied AI -- A Survey on Advances, Challenges, and Future Directions

Sonia Raychaudhuri, Angel X. Chang

专题命中 视觉空间推理 ：reasoning(abstract)

Journal ref Transactions on Machine Learning Research. (ISSN) 2835-885. 2025-08

DocThinker: Explainable Multimodal Large Language Models with Rule-based Reinforcement Learning for Document Understanding

Wenwen Yu, Zhibo Yang, Yuliang Liu, Xiang Bai

机构 * Huazhong University of Science and Technology（华中科技大学） ； Alibaba Group（阿里巴巴集团） 纠错

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

Comments ICCV 2025

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance

Dongwook Choi, Taeyoon Kwon, Dongil Yang, Hyojun Kim, Jinyoung Yeo

机构 * Language & AGI Lab（语言与人工智能实验室） 纠错

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

Comments 7 pages, 2 figures

LLM driven Text-to-Table Generation through Sub-Tasks Guidance and Iterative Refinement

Rajmohan C, Sarthak Harne, Arvind Agarwal

机构 * IBM Research（IBM研究院） ； IIIT-Bangalore（班加罗尔印度理工学院） 纠错

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

OdysseyBench: Evaluating LLM Agents on Long-Horizon Complex Office Application Workflows

Weixuan Wang, Dongge Han, Daniel Madrigal Diaz, Jin Xu, Victor Rühle, Saravan Rajmohan

机构 * School of Informatics, University of Edinburgh（信息学院，爱丁堡大学） ； Microsoft（微软公司） 纠错

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

Normative Moral Pluralism for AI: A Framework for Deliberation in Complex Moral Contexts

David-Doron Yaacov

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

Comments Conference version: AIES 2025 (non-archival track), 12 pages

ColorGPT: Leveraging Large Language Models for Multimodal Color Recommendation

Ding Xia, Naoto Inoue, Qianru Qiu, Kotaro Kikuchi

机构 * The University of Tokyo（东京大学） ； CyberAgent AI Lab（CyberAgent AI实验室） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)

Comments Accepted to ICDAR2025

CARES: Collaborative Agentic Reasoning for Error Detection in Surgery

Chang Han Low, Zhu Zhuo, Ziyue Wang, Jialang Xu, Haofeng Liu, Nazir Sirajudeen, Matthew Boal, Philip J. Edwards, Danail Stoyanov, Nader Francis, Jiehui Zhong, Di Gu, Evangelos B. Mazomenos, Yueming Jin

专题命中 推理评测 ：reasoning(title,abstract)；chain-of-thought(abstract)；CoT(abstract)