大模型推理能力

Complex System Diagnostics Using a Knowledge Graph-Informed and Large Language Model-Enhanced Framework

Saman Marandi, Yu-Shu Hu, Mohammad Modarres

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

Comments 22 Pages, 11 Figures

Evaluating Compositional Generalisation in VLMs and Diffusion Models

Beth Pearson, Bilal Boulbarss, Michael Wray, Martha Lewis

机构 * University of Bristol（布里斯托大学） ； University of Amsterdam（阿姆斯特丹大学） 纠错

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

Comments 11 pages including references, 6 figures. Accepted at IWCS 2025

Adaptive Root Cause Localization for Microservice Systems with Multi-Agent Recursion-of-Thought

Lingzhe Zhang, Tong Jia, Kangjin Wang, Weijie Hong, Chiming Duan, Minghua He, Ying Li

机构 * Peking University（北京大学） ； Alibaba Group（阿里巴巴集团） 纠错

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

A Concurrent Modular Agent: Framework for Autonomous LLM Agents

Norihiro Maruyama, Takahide Yoshida, Hiroki Sato, Atsushi Masumori, Johnsmith, Takashi Ikegami

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

TradingGroup: A Multi-Agent Trading System with Self-Reflection and Data-Synthesis

Feng Tian, Flora D. Salim, Hao Xue

机构 * The University of New South Wales（新南威尔士大学） ； University of New South Wales（新南威尔士大学） 纠错

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

EGOILLUSION: Benchmarking Hallucinations in Egocentric Video Understanding

Ashish Seth, Utkarsh Tyagi, Ramaneswaran Selvakumar, Nishit Anand, Sonal Kumar, Sreyan Ghosh, Ramani Duraiswami, Chirag Agarwal, Dinesh Manocha

机构 * University of Maryland, College Park（马里兰大学学院公园分校） ； University of Virginia（弗吉尼亚大学） 纠错

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

AutoMisty: A Multi-Agent LLM Framework for Automated Code Generation in the Misty Social Robot

Xiao Wang, Lu Dong, Sahana Rangasrinivasan, Ifeoma Nwogu, Srirangaraj Setlur, Venugopal Govindaraju

机构 * State University of New York at Buffalo（纽约州立大学布法罗分校） ； Department of Computer Science and Engineering, Amrita School of Computing, Amrita Vishwa Vidyapeetham（计算机科学与工程系，阿米特拉学校 computing，阿米特拉世界大学） 纠错

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

Comments Accepted by IROS 2025

Universal Abstraction: Harnessing Frontier Models to Structure Real-World Data at Scale

Cliff Wong, Sam Preston, Qianchu Liu, Zelalem Gero, Jaspreet Bagga, Sheng Zhang, Shrey Jain, Theodore Zhao, Yu Gu, Yanbo Xu, Sid Kiblawi, Srinivasan Yegnasubramanian, Taxiarchis Botsis, Marvin Borja, Luis M. Ahumada, Joseph C. Murray, Guo Hui Gan, Roshanthi Weerasinghe, Kristina Young, Rom Leidner, Brian Piening, Carlo Bifulco, Tristan Naumann, Mu Wei, Hoifung Poon

机构 * Microsoft Research（微软研究院） ； Johns Hopkins University School of Medicine（约翰霍普金斯大学医学院） ； Providence Portland Medical Center（普罗维德波特医疗中心） ； Earle A. Chiles Research Institute（埃勒·A·奇尔斯研究所） ； Providence Research Network（普罗维德研究网络） ； Providence Genomics（普罗维德基因组学） ； The Oregon Clinic（俄勒冈诊所） 纠错

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

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards

Ting Yang, Li Chen, Huimin Wang

机构 * Hong Kong Baptist University（香港 Baptist 大学） ； Jarvis Lab（Jarvis 实验室） 纠错

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

Q-FSRU: Quantum-Augmented Frequency-Spectral Fusion for Medical Visual Question Answering

Rakesh Thakur, Yusra Tariq

机构 * Amity Centre for Artificial Intelligence, Amity University, Noida（阿米蒂人工智能中心，阿米蒂大学，诺伊达） 纠错

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

Comments 8 pages, 4 figures Submitted to AAAI 26

Improving LLM Agents with Reinforcement Learning on Cryptographic CTF Challenges

Lajos Muzsai, David Imolai, András Lukács

机构 * Eötvös Loránd University, Institute of Mathematics, AI Research Group（埃奥武斯·洛尔兰大学数学学院人工智能研究组） 纠错

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

Comments 13 pages, 2 figures

Chart-CoCa: Self-Improving Chart Understanding of Vision LMs via Code-Driven Synthesis and Candidate-Conditioned Answering

Gongyao Jiang, Qiong Luo

机构 * The Hong Kong University of Science 纠错

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

Comments Accepted to CIKM 2025

From Trial-and-Error to Improvement: A Systematic Analysis of LLM Exploration Mechanisms in RLVR

Jia Deng, Jie Chen, Zhipeng Chen, Daixuan Cheng, Fei Bai, Beichen Zhang, Yinqian Min, Yanzipeng Gao, Wayne Xin Zhao, Ji-Rong Wen

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（北京理工大学人工智能学院） 纠错

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

Comments 27pages,25figures. arXiv admin note: text overlap with arXiv:2508.02260

Empowering Multimodal LLMs with External Tools: A Comprehensive Survey

Wenbin An, Jiahao Nie, Yaqiang Wu, Feng Tian, Shijian Lu, Qinghua Zheng

机构 * School of Automation Science and Engineering, Xi’an Jiaotong University（自动化科学与工程学院，西安交通大学） ； Interdisciplinary Graduate Programme, Nanyang Technological University（跨学科研究生项目，南洋理工大学） ； Lenovo Research, Lenovo（联想研究院，联想） ； School of Computer Science and Technology, Xi’an Jiaotong University（计算机科学与技术学院，西安交通大学） ； College of Computing and Data Science, Nanyang Technological University（计算与数据科学学院，南洋理工大学） 纠错

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

Comments 21 pages, 361 references

Semantic Bridge: Universal Multi-Hop Question Generation via AMR-Driven Graph Synthesis

Linqing Chen, Hanmeng Zhong, Wentao Wu, Weilei Wang

机构 * Linqing Chen, Hanmeng Zhong, Wentao Wu, Weilei Wang（作者） 纠错

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

RAGulating Compliance: A Multi-Agent Knowledge Graph for Regulatory QA

Bhavik Agarwal, Hemant Sunil Jomraj, Simone Kaplunov, Jack Krolick, Viktoria Rojkova

机构 * MasterControl AI Research（MasterControl AI研究院） 纠错

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

Towards Effective MLLM Jailbreaking Through Balanced On-Topicness and OOD-Intensity

Zuoou Li, Weitong Zhang, Jingyuan Wang, Shuyuan Zhang, Wenjia Bai, Bernhard Kainz, Mengyun Qiao

专题命中 复杂问题求解 ：reasoning(abstract)；分类 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

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

NomicLaw: Emergent Trust and Strategic Argumentation in LLMs During Collaborative Law-Making

Asutosh Hota, Jussi P. P. Jokinen

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

Cross-LoRA: A Data-Free LoRA Transfer Framework across Heterogeneous LLMs

Feifan Xia, Mingyang Liao, Yuyang Fang, Defang Li, Yantong Xie, Weikang Li, Yang Li, Deguo Xia, Jizhou Huang

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

Tensorized Clustered LoRA Merging for Multi-Task Interference

Zhan Su, Fengran Mo, Guojun Liang, Jinghan Zhang, Bingbing Wen, Prayag Tiwari, Jian-Yun Nie

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

Transferring Expert Cognitive Models to Social Robots via Agentic Concept Bottleneck Models

Xinyu Zhao, Zhen Tan, Maya Enisman, Minjae Seo, Marta R. Durantini, Dolores Albarracin, Tianlong Chen

机构 * The University of North Carolina at Chapel Hill（北卡罗来纳大学教堂山分校） ； Arizona State University（亚利桑那州立大学） ； University of Pennsylvania（宾夕法尼亚大学） 纠错

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

Comments 27 pages, 7 figures

Neuron-based Multifractal Analysis of Neuron Interaction Dynamics in Large Models

Xiongye Xiao, Heng Ping, Chenyu Zhou, Defu Cao, Yaxing Li, Yi-Zhuo Zhou, Shixuan Li, Nikos Kanakaris, Paul Bogdan

机构 * University of Southern California（美国南加州大学） ； University of California（加州大学） 纠错

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

Comments Accepted at ICLR 2025. OpenReview: https://openreview.net/forum?id=nt8gBX58Kh

A Survey of WebAgents: Towards Next-Generation AI Agents for Web Automation with Large Foundation Models

Liangbo Ning, Ziran Liang, Zhuohang Jiang, Haohao Qu, Yujuan Ding, Wenqi Fan, Xiao-yong Wei, Shanru Lin, Hui Liu, Philip S. Yu, Qing Li

机构 * The Hong Kong Polytechnic University（香港理工大学） ； City University of Hong Kong（香港城市大学） ； Michigan State University（密歇根州立大学） ； University of Illinois at Chicago（伊利诺伊大学芝加哥分校） 纠错

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

Comments This is the long version of the corresponding survey paper accepted by KDD 2025. The tutorial and corresponding slides are available at https://biglemon-ning.github.io/WebAgents/

CutPaste&Find: Efficient Multimodal Hallucination Detector with Visual-aid Knowledge Base

Cong-Duy Nguyen, Xiaobao Wu, Duc Anh Vu, Shuai Zhao, Thong Nguyen, Anh Tuan Luu

机构 * Nanyang Technological University, Singapore（南洋理工大学） ； National University of Singapore, Singapore（国立新加坡大学） 纠错

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

CCSBench: Evaluating Compositional Controllability in LLMs for Scientific Document Summarization

Yixi Ding, Jiaying Wu, Tongyao Zhu, Yanxia Qin, Qian Liu, Min-Yen Kan

机构 * National University of Singapore（新加坡国立大学） ； Singapore University of Technology and Design（新加坡科技设计大学） ； Sea AI Lab（Sea AI实验室） 纠错

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

Comments Accepted to KDD 2025 SciSoc LLM Workshop: Large Language Models for Scientific and Societal Advances

T-GRAG: A Dynamic GraphRAG Framework for Resolving Temporal Conflicts and Redundancy in Knowledge Retrieval

Dong Li, Yichen Niu, Ying Ai, Xiang Zou, Biqing Qi, Jianxing Liu

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

Transformers in Pseudo-Random Number Generation: A Dual Perspective on Theory and Practice

Ran Li, Lingshu Zeng

机构 * Ran Li School of Information Science and Technology, Northeast Normal University, Changchun, China（Ran Li 信息科学与技术学院，东北师范大学，中国长春） 纠错

专题命中 复杂问题求解 ：chain-of-thought(abstract)；分类 cs.LG

Comments 27 pages, 4 figures