AI Agent

ARAC: Adaptive Regularized Multi-Agent Soft Actor-Critic in Graph-Structured Adversarial Games

Ruochuan Shi, Runyu Lu, Yuanheng Zhu, Dongbin Zhao

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

A Negotiation-Based Multi-Agent Reinforcement Learning Approach for Dynamic Scheduling of Reconfigurable Manufacturing Systems

Manonmani Sekar, Nasim Nezamoddini

机构 * Industrial and Systems Engineering Department, Oakland University（奥克兰大学工业与系统工程系） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title)；planning(abstract)；分类 cs.AI

Optimism as Risk-Seeking in Multi-Agent Reinforcement Learning

Runyu Zhang, Na Li, Asuman Ozdaglar, Jeff Shamma, Gioele Zardini

机构 * Laboratory for Information & Decision Systems, Massachusetts Institute of Technology（信息与决策系统实验室，麻省理工学院） ； Harvard University（哈佛大学） ； 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 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

ProST: Progressive Sub-task Training for Pareto-Optimal Multi-agent Systems Using Small Language Models

Biddut Sarker Bijoy, Mohammad Saqib Hasan, Pegah Alipoormolabashi, Avirup Sil, Aruna Balasubramanian, Niranjan Balasubramanian

机构 * Stony Brook University（石溪大学） ； Oracle Applied Science（Oracle应用科学） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.CL

MA-GTS: A Multi-Agent Framework for Solving Complex Graph Problems in Real-World Applications

Zike Yuan, Ming Liu, Hui Wang, Bing Qin

机构 * Harbin Institute of Technology（哈尔滨工业大学） ； Peng Cheng Laboratory（鹏城实验室） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Can LLM Agents Really Debate? A Controlled Study of Multi-Agent Debate in Logical Reasoning

Haolun Wu, Zhenkun Li, Lingyao Li

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)

Comments 20 pages, 6 figures

A Historical Interaction-Enhanced Shapley Policy Gradient Algorithm for Multi-Agent Credit Assignment

Ao Ding, Licheng Sun, Yongjie Hou, Huaqing Zhang, Hongbin Ma

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)

From Pixels to Cooperation Multi Agent Reinforcement Learning based on Multimodal World Models

Sureyya Akin, Kavita Srivastava, Prateek B. Kapoor, Pradeep G. Sethi, Sunita Q. Patel, Rahu Srivastava

专题命中 多智能体 ：agent(title,abstract)；multi-agent(abstract)

Comments We have identified critical issues in the code implementation that severely deviate from Algorithm 1, invalidating all experimental results and conclusions. Despite exhaustive efforts to correct these issues, we find they fundamentally undermine the paper's core claims. To uphold academic integrity and prevent misinformation, we are withdrawing this manuscript

Interaction Dynamics as a Reward Signal for LLMs

Sian Gooding, Edward Grefenstette

机构 * Google DeepMind（谷歌DeepMind） 纠错

专题命中 多智能体 ：agent(abstract)；分类 cs.AI、cs.CL、cs.LG

From Natural Language to Certified H-infinity Controllers: Integrating LLM Agents with LMI-Based Synthesis

Shihao Li, Jiachen Li, Jiamin Xu, Dongmei Chen

专题命中 多智能体 ：agent(abstract)；multi-agent(abstract)

AgentPRM: Process Reward Models for LLM Agents via Step-Wise Promise and Progress

Zhiheng Xi, Chenyang Liao, Guanyu Li, Yajie Yang, Wenxiang Chen, Zhihao Zhang, Binghai Wang, Senjie Jin, Yuhao Zhou, Jian Guan, Wei Wu, Tao Ji, Tao Gui, Qi Zhang, Xuanjing Huang

机构 * Fudan University（复旦大学） ； Ant Group（蚂蚁集团） 纠错

专题命中 工作流自动化 ：agent(abstract)；agentic(abstract)；分类 cs.CL、cs.LG

Comments Preprint

Towards AI-Assisted Generation of Military Training Scenarios

Soham Hans, Volkan Ustun, Benjamin Nye, James Sterrett, Matthew Green

专题命中 工作流自动化 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI

Anatomy-VLM: A Fine-grained Vision-Language Model for Medical Interpretation

Difei Gu, Yunhe Gao, Mu Zhou, Dimitris Metaxas

机构 * Rutgers University（新泽西罗格斯大学） ； Stanford University（斯坦福大学） 纠错

专题命中 工作流自动化 ：workflow(abstract)；分类 cs.AI、cs.LG

Comments Accepted to Winter Conference on Applications of Computer Vision (WACV) 2026

From Semantic Roles to Opinion Roles: SRL Data Extraction for Multi-Task and Transfer Learning in Low-Resource ORL

Amirmohammad Omidi Galdiani, Sepehr Rezaei Melal, Mohammad Norasteh, Arash Yousefi Jordehi, Seyed Abolghasem Mirroshandel

机构 * Department of Computer Engineering University of Guilan（计算机工程系加兹万大学） 纠错

专题命中 工作流自动化 ：agent(abstract)；分类 cs.CL

Comments 12 pages, 16 figures

Emergence of Goal-Directed Behaviors via Active Inference with Self-Prior

Dongmin Kim, Hoshinori Kanazawa, Naoto Yoshida, Yasuo Kuniyoshi

机构 * Graduate School of Information Science and Technology（信息科学与技术研究生院） ； The University of Tokyo（东京大学） ； Graduate School of Informatics（信息学研究生院） ； Kyoto University（京都大学） 纠错

专题命中 工作流自动化 ：agent(abstract)；分类 cs.AI

Comments 23 pages, 8 figures, Code is available at https://github.com/kim135797531/self-prior

Intelligent Orchestration of Distributed Large Foundation Model Inference at the Edge

Fernando Koch, Aladin Djuhera, Alecio Binotto

机构 * Florida Atlantic University, USA（佛罗里达大学） ； Technical University Munich, Germany（慕尼黑技术大学） ； Carl Zeiss AG, Germany（蔡司股份公司） 纠错

专题命中 工作流自动化 ：workflow(abstract)；分类 cs.LG

Comments 26 pages, 3 figures, 4 tables, 52 references

Journal ref Computer Networks and Communications, 2025

A Global-scale Database of Seismic Phases from Cloud-based Picking at Petabyte Scale

Yiyu Ni, Marine A. Denolle, Amanda M. Thomas, Alex Hamilton, Jannes Münchmeyer, Yinzhi Wang, Loïc Bachelot, Chad Trabant, David Mencin

专题命中 工作流自动化 ：workflow(abstract)

Journal ref Seismica, 4(2) (2025)

Why do Opinions and Actions Diverge? A Dynamic Framework to Explore the Impact of Subjective Norms

Chen Song, Vladimir Cvetkovic, Rong Su

专题命中 工作流自动化 ：agent(abstract)

Comments This work has been submitted to the IEEE for possible publication. 12 pages, 12 figures

HyProv: Hybrid Provenance Management for Scientific Workflows

Vasilis Bountris, Lauritz Thamsen, Ulf Leser

专题命中 工作流自动化 ：workflow(abstract)

Comments 10 pages, 2 figures

Smarter Together: Creating Agentic Communities of Practice through Shared Experiential Learning

Valentin Tablan, Scott Taylor, Gabriel Hurtado, Kristoffer Bernhem, Anders Uhrenholt, Gabriele Farei, Karo Moilanen

机构 * The Memory Company（记忆公司） ； Moonsong Labs, Inc.（Moonsong实验室） 纠错

专题命中 软件智能体 ：agentic(title,abstract)；agent(abstract)；AI agent(abstract)；分类 cs.AI、cs.SE

Comments 24 pages

Auto-US: An Ultrasound Video Diagnosis Agent Using Video Classification Framework and LLMs

Yuezhe Yang, Yiyue Guo, Wenjie Cai, Qingqing Ruan, Siying Wang, Xingbo Dong, Zhe Jin, Yong Dai

机构 * The Anhui Provincial International Joint Research Center for Advanced Technology in Medical Imaging（安徽省级国际联合先进技术医学影像研究中心） ； Anhui University（安徽大学） ； School of First Clinical Medicine（第一临床医学院） ； Anhui University of Science and Technology（安徽理工大学） ； School of Medicine（医学院） ； The First Hospital（第一医院） 纠错

专题命中 软件智能体 ：agent(title,abstract)；分类 cs.AI

Comments Under Review

RedCodeAgent: Automatic Red-teaming Agent against Diverse Code Agents

Chengquan Guo, Chulin Xie, Yu Yang, Zhaorun Chen, Zinan Lin, Xander Davies, Yarin Gal, Dawn Song, Bo Li

专题命中 软件智能体 ：agent(title,abstract)；分类 cs.SE

ORVIT: Near-Optimal Online Distributionally Robust Reinforcement Learning

Debamita Ghosh, George K. Atia, Yue Wang

机构 * Department of Electrical and Computer Engineering（电气与计算机工程系） ； Department of Computer Science（计算机科学系） ； University of Central Florida（中央佛罗里达大学） 纠错

专题命中 软件智能体 ：agent(abstract)；分类 cs.LG

Comments Accepted by AAAI 2026

AgentSense: Virtual Sensor Data Generation Using LLM Agents in Simulated Home Environments

Zikang Leng, Megha Thukral, Yaqi Liu, Hrudhai Rajasekhar, Shruthi K. Hiremath, Jiaman He, Thomas Plötz

专题命中 软件智能体 ：AI agent(abstract)

Comments Accepted by AAAI 2026

Diffusion Guided Adversarial State Perturbations in Reinforcement Learning

Xiaolin Sun, Feidi Liu, Zhengming Ding, ZiZhan Zheng

机构 * Department of Computer Science, Tulane University（Tulane大学计算机科学系） ； Shanghai Center for Mathematical Science, Fudan University（复旦大学上海数学科学中心） 纠错

专题命中 记忆与上下文管理 ：agent(abstract)；分类 cs.AI、cs.LG

Journal ref NeurIPS 2025 Poster

UniSite: The First Cross-Structure Dataset and Learning Framework for End-to-End Ligand Binding Site Detection

Jigang Fan, Quanlin Wu, Shengjie Luo, Liwei Wang

机构 * Center for Data Science, Peking University（数据科学中心，北京大学） ； State Key Laboratory of General Artificial Intelligence, Peking University（通用人工智能国家重点实验室，北京大学） ； Center for Machine Learning Research, Peking University（机器学习研究中心，北京大学） 纠错

专题命中 记忆与上下文管理 ：workflow(abstract)；分类 cs.AI、cs.LG

Comments Accepted by NeurIPS 2025 as a Spotlight paper

Journal ref NeurIPS 2025 (Spotlight)

From Experience to Strategy: Empowering LLM Agents with Trainable Graph Memory

Siyu Xia, Zekun Xu, Jiajun Chai, Wentian Fan, Yan Song, Xiaohan Wang, Guojun Yin, Wei Lin, Haifeng Zhang, Jun Wang

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； Meituan（美团） ； Nanjing University of Posts and Telecommunications（南京邮电大学） ； AI Centre, Department of Computer Science, University College London（伦敦大学学院计算机科学系人工智能中心） 纠错

专题命中 记忆与上下文管理 ：agent(abstract)；分类 cs.CL

SOCIA-$\nabla$: Textual Gradient Meets Multi-Agent Orchestration for Automated Simulator Generation

Yuncheng Hua, Sion Weatherhead, Mehdi Jafari, Hao Xue, Flora D. Salim

机构 * School of Computer Science Engineering, University of New South Wales（计算机科学工程学院，新南威尔士大学） 纠错

专题命中 Agent评测 ：agent(title,abstract)；multi-agent(title,abstract)；workflow(abstract)；agentic(abstract)

Comments 11 pages, 1 figure, 2 tables. The paper is under review

3MDBench: Medical Multimodal Multi-agent Dialogue Benchmark

Ivan Sviridov, Amina Miftakhova, Artemiy Tereshchenko, Galina Zubkova, Pavel Blinov, Andrey Savchenko

机构 * Sber AI Lab（Sber AI实验室） ； HSE University（俄罗斯高等经济大学） ； ISP RAS Research Center for Trusted Artificial Intelligence（俄罗斯科学院信息与系统问题研究所可信人工智能研究中心） 纠错

专题命中 Agent评测 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.CL

Comments EMNLP 25 (main)

Journal ref https://aclanthology.org/2025.emnlp-main.1353/

A Multi-Agent Conversational Bandit Approach to Online Evaluation and Selection of User-Aligned LLM Responses

Xiangxiang Dai, Yuejin Xie, Maoli Liu, Xuchuang Wang, Zhuohua Li, Huanyu Wang, John C. S. Lui

专题命中 Agent评测 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments Accepted by AAAI 2026