AI Agent - arXivDaily 专题

2510.20408 2025-10-24 cs.LG cs.AI cs.MA cs.SY eess.SY 88%

Balancing Specialization and Centralization: A Multi-Agent Reinforcement Learning Benchmark for Sequential Industrial Control

Tom Maus, Asma Atamna, Tobias Glasmachers

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

Comments Preprint (submitted version) to be presented at the 13th International Conference on Industrial Engineering and Applications (ICIEA-EU), Milan, 2026. The final Version of Record will appear in the official conference proceedings

2509.25271 2025-10-24 cs.AI cs.CV cs.LG cs.MA 88%

RADAR: A Risk-Aware Dynamic Multi-Agent Framework for LLM Safety Evaluation via Role-Specialized Collaboration

Xiuyuan Chen, Jian Zhao, Yuchen Yuan, Tianle Zhang, Huilin Zhou, Zheng Zhu, Ping Hu, Linghe Kong, Chi Zhang, Weiran Huang, Xuelong Li

机构 * Institute of Artificial Intelligence (TeleAI), China Telecom（人工智能研究院（TeleAI），中国电信）； School of Computer Science, Shanghai Jiao Tong University（上海交通大学计算机科学学院）； University of Science and Technology of China（中国科学技术大学）； GigaAI ； School of Computer Science and Technology, Xinjiang University（新疆大学计算机科学与技术学院）

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

2510.20255 2025-10-24 cs.CY cs.AI cs.HC 85%

Towards AI Agents for Course Instruction in Higher Education: Early Experiences from the Field

Yogesh Simmhan, Varad Kulkarni

机构 * Department of Computational and Data Sciences, Indian Institute of Science (IISc), Bangalore 560012 India（计算与数据科学系，印度科学研究院（IISc），班加罗尔）

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

2505.09630 2025-10-24 q-bio.QM cs.CV cs.ET cs.PF 78%

Generative diffusion model surrogates for mechanistic agent-based biological models

Tien Comlekoglu, J. Quetzalcoatl Toledo-Marín, Douglas W. DeSimone, Shayn M. Peirce, Geoffrey Fox, James A. Glazier

机构 * Department of Biomedical Engineering, University of Virginia（生物医学工程系，弗吉尼亚大学）； Department of Cell Biology, University of Virginia（细胞生物学系，弗吉尼亚大学）； TRIUMF, Vancouver, BC, Canada（TRIUMF，加拿大温哥华，BC）； Perimeter Institute for Theoretical Physics, Waterloo, ON, Canada（理论物理研究所，加拿大温哥华，ON）； Biocomplexity Institute and the Department of Computer Science, University of Virginia（生物复杂性研究所和计算机科学系，弗吉尼亚大学）； Department of Intelligent Systems Engineering, Indiana University（智能系统工程系，印第安纳大学）

专题命中 Agent评测：agent(title,abstract)

2510.20270 2025-10-24 cs.LG cs.CL 62%

ImpossibleBench: Measuring LLMs' Propensity of Exploiting Test Cases

Ziqian Zhong, Aditi Raghunathan, Nicholas Carlini

专题命中 Agent评测：agent(abstract)；分类 cs.CL、cs.LG

2510.19892 2025-10-24 cs.CL cs.AI 62%

Can They Dixit? Yes they Can! Dixit as a Playground for Multimodal Language Model Capabilities

Nishant Balepur, Dang Nguyen, Dayeon Ki

机构 * University of Maryland（马里兰大学）

专题命中 Agent评测：agent(abstract)；分类 cs.AI、cs.CL

Comments Accepted as a Spotlight paper at the EMNLP 2025 Wordplay Workshop

2510.20641 2025-10-24 cs.AI 57%

Integrating Machine Learning into Belief-Desire-Intention Agents: Current Advances and Open Challenges

Andrea Agiollo, Andrea Omicini

专题命中 Agent评测：agent(abstract)；分类 cs.AI

2510.20106 2025-10-24 cs.LG 57%

Competition is the key: A Game Theoretic Causal Discovery Approach

Amartya Roy, Souvik Chakraborty

机构 * The School of Interdisciplinary Research (SIRe), Indian Institute of Technology (IIT) Delhi（跨学科研究学院（SIRe）、印度理工学院德里分校）； Robert Bosch GmbH, India（德国罗伯特·博世有限公司，印度）； Department of Applied Mechanics, Yardi School of Artificial Intelligence, Indian Institute of Technology (IIT) Delhi（应用力学系、雅迪人工智能学院、印度理工学院德里分校）

专题命中 Agent评测：agent(abstract)；分类 cs.LG

2402.11367 2025-10-24 cs.LG 57%

Multi Task Inverse Reinforcement Learning for Common Sense Reward

Neta Glazer, Aviv Navon, Aviv Shamsian, Ethan Fetaya

机构 * Bar-Ilan University（巴伊兰大学）

专题命中 Agent评测：agent(abstract)；分类 cs.LG

2510.08298 2025-10-24 quant-ph cond-mat.stat-mech 50%

Adversarial Thermodynamics

Maite Arcos, Philippe Faist, Takahiro Sagawa, Jonathan Oppenheim

专题命中 Agent评测：agent(abstract)

Comments 24 pages, 1 figure

2505.16793 2025-10-24 cs.CV 50%

REOBench: Benchmarking Robustness of Earth Observation Foundation Models

Xiang Li, Yong Tao, Siyuan Zhang, Siwei Liu, Zhitong Xiong, Chunbo Luo, Lu Liu, Mykola Pechenizkiy, Xiao Xiang Zhu, Tianjin Huang

机构 * University of Bristol, UK（英国布里斯托大学）； University of Exeter, UK（英国埃克塞特大学）； South China Normal University, China（华南师范大学）； The University of Aberdeen, UK（英国阿伯丁大学）； Technical University of Munich, Germany（慕尼黑技术大学）； Eindhoven University of Technology, NL（埃因霍温理工大学）

专题命中 Agent评测：planning(abstract)

Comments Accepted to NeruIPS 2025 D&B Track

2510.20032 2025-10-24 econ.GN q-fin.EC 50%

Evaluating Local Policies in Centralized Markets

Dmitry Arkhangelsky, Wisse Rutgers