大模型推理能力

A Neuro-Symbolic Framework for Reasoning under Perceptual Uncertainty: Bridging Continuous Perception and Discrete Symbolic Planning

Jiahao Wu, Shengwen Yu

机构 * The University of Hong Kong（香港大学） ； Guangzhou College of Commerce（广州商学院） 纠错

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

Comments 29 pages, 10 figures, 12 tables

SMRC: Aligning Large Language Models with Student Reasoning for Mathematical Error Correction

Biaojie Zeng, Min Zhang, Juan Zhou, Fengrui Liu, Ruiyang Huang, Xin Lin

机构 * East China Normal University（华东师范大学） ； East Chine Normal University（华东师范大学） ； Southeast University（东南大学） 纠错

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

Comments 13 pages, 3 figures

LocalBench: Benchmarking LLMs on County-Level Local Knowledge and Reasoning

Zihan Gao, Yifei Xu, Jacob Thebault-Spieker

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

A Specialized Large Language Model for Clinical Reasoning and Diagnosis in Rare Diseases

Tao Yang, Dandan Huang, Yunting Lin, Pengfei Wu, Zhikun Wu, Gangyuan Ma, Yulan Lu, Xinran Dong, Dingpeng Li, Junshuang Ge, Zhiyan Zhang, Xuanzhao Huang, Wenyan Nong, Yao Zhou, Hui Tang, Hongxi Yang, Shijie Zhang, Juan Li, Xiaojun Cao, Lin Yang, Xia Gao, Kaishou Xu, Xiaoqiong Gu, Wen Zhang, Huimin Xia, Li Liu, Wenhao Zhou, Mulin Jun Li

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

Comments 50 pages, 5 figures

Talk, Snap, Complain: Validation-Aware Multimodal Expert Framework for Fine-Grained Customer Grievances

Rishu Kumar Singh, Navneet Shreya, Sarmistha Das, Apoorva Singh, Sriparna Saha

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

Comments To be published in the Proceedings of the 40th Annual AAAI Conference on Artificial Intelligence (AAAI 2026 Special Track on AI for Social Impact )

MI9: An Integrated Runtime Governance Framework for Agentic AI

Charles L. Wang, Trisha Singhal, Ameya Kelkar, Jason Tuo

机构 * Barclays, Model Risk Management（巴克莱银行，模型风险管理部门） ； Columbia University（哥伦比亚大学） 纠错

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

Enhancing LLM-based Autonomous Driving with Modular Traffic Light and Sign Recognition

Fabian Schmidt, Noushiq Mohammed Kayilan Abdul Nazar, Markus Enzweiler, Abhinav Valada

机构 * Institute for Intelligent Systems（智能系统研究所） ； Esslingen University of Applied Sciences（应用科学大学埃斯林根） ； Department of Computer Science（计算机科学系） ； University of Freiburg（弗赖堡大学） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)

Hierarchical LLMs In-the-Loop Optimization for Real-Time Multi-Robot Target Tracking under Unknown Hazards

Yuwei Wu, Yuezhan Tao, Peihan Li, Guangyao Shi, Gaurav S. Sukhatme, Vijay Kumar, Lifeng Zhou

机构 * GRASP Lab, University of Pennsylvania（宾夕法尼亚大学GRASP实验室） ； Department of Electrical and Computer Engineering, Drexel University（德雷塞尔大学电气与计算机工程系） ； Department of Computer Science, University of Southern California（南加州大学计算机科学系） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)

Robustness of LLM-enabled vehicle trajectory prediction under data security threats

Feilong Wang, Fuqiang Liu

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

Comments 20 pages, 2 figures, 11 tables, working paper

SkillGen: Learning Domain Skills for In-Context Sequential Decision Making

Ruomeng Ding, Wei Cheng, Minglai Shao, Chen Zhao

机构 * University of North Carolina at Chapel Hill（北卡罗来纳大学教堂山分校） ； Georgia Institute of Technology（佐治亚理工学院） ； NEC Laboratories America（NEC美洲实验室） ； Tianjin University（天津大学） ； Baylor University（贝勒大学） 纠错

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

AutoTool: Efficient Tool Selection for Large Language Model Agents

Jingyi Jia, Qinbin Li

机构 * Jingyi Jia, Qinbin Li 纠错

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

Comments Accepted by AAAI 2026, 18 pages, 11 figures, Code: https://github.com/jiajingyyyyyy/AutoTool

GCA-ResUNet:Image segmentation in medical images using grouped coordinate attention

Jun Ding, Shang Gao

机构 * Jiangsu University of Science and Technology（江苏科技大学） 纠错

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

CORGI: Efficient Pattern Matching With Quadratic Guarantees

Daniel Weitekamp

机构 * School of Interactive Computing, Georgia Tech, Atlanta, GA 30332 USA（交互计算学院，佐治亚理工学院，亚特兰大，GA 30332 USA） 纠错

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

Journal ref Conference on Advances in Cognitive Systems (2025) 212-225

Randomized Controlled Trials for Conditional Access Optimization Agent

James Bono, Beibei Cheng, Joaquin Lozano

机构 * Microsoft Corporation（微软公司） 纠错

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

Multi-Agent Deep Research: Training Multi-Agent Systems with M-GRPO

Haoyang Hong, Jiajun Yin, Yuan Wang, Jingnan Liu, Zhe Chen, Ailing Yu, Ji Li, Zhiling Ye, Hansong Xiao, Yefei Chen, Hualei Zhou, Yun Yue, Minghui Yang, Chunxiao Guo, Junwei Liu, Peng Wei, Jinjie Gu

机构 * Ant Group（蚂蚁集团） ； Imperial College London（伦敦帝国理工学院） 纠错

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

CAPIRE: Modelling the Impact of Teacher Strikes and Inflation on Student Trajectories in Engineering Education

H. R Paz

专题命中 规划推理 ：planning(abstract)

Comments 54 pages, 3 figures, 7 tables. Includes appendices

SLICE: SLO-Driven Scheduling for LLM Inference on Edge Computing Devices

Will Chow

专题命中 规划推理 ：planning(abstract)

Comments This work has been submitted to the IEEE for possible publication. This version is temporarily hosted anonymously for double-blind review

WebRec: Enhancing LLM-based Recommendations with Attention-guided RAG from Web

Zihuai Zhao, Yujuan Ding, Wenqi Fan, Qing Li

专题命中 规划推理 ：reasoning(abstract)

MindRec: A Diffusion-driven Coarse-to-Fine Paradigm for Generative Recommendation

Mengyao Gao, Chongming Gao, Haoyan Liu, Qingpeng Cai, Peng Jiang, Jiajia Chen, Shuai Yuan, Xiangnan He

专题命中 规划推理 ：reasoning(abstract)

Who Moved My Distribution? Conformal Prediction for Interactive Multi-Agent Systems

Allen Emmanuel Binny, Anushri Dixit

专题命中 规划推理 ：planning(abstract)