AI Agent

Agentic Reinforcement Learning with Implicit Step Rewards

Xiaoqian Liu, Ke Wang, Yuchuan Wu, Fei Huang, Yongbin Li, Junge Zhang, Jianbin Jiao

机构 * University of Chinese Academy of Sciences（中国科学院大学） ； Tongyi Lab（通义实验室） ； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） 纠错

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

Comments 18 pages, 8 figures

Imagining Design Workflows in Agentic AI Futures

Samangi Wadinambiarachchi, Jenny Waycott, Yvonne Rogers, Greg Wadley

机构 * The University of Melbourne（墨尔本大学） ； University College London（伦敦大学学院） 纠错

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

Comments 37th Australian Conference on Human-Computer Interaction (HCI) (OZCHI '25)

Agentic AutoSurvey: Let LLMs Survey LLMs

Yixin Liu, Yonghui Wu, Denghui Zhang, Lichao Sun

机构 * Lehigh University（莱文大学） ； University of Florida（佛罗里达大学） ； Stevens Institute of Technology（史蒂文斯理工学院） 纠错

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

Comments 29 pages, 7 figures

Instruction-Following Evaluation in Function Calling for Large Language Models

Nikolai Skripko

机构 * Higher School of Economics（俄罗斯高等经济学院） ； SberDevices 纠错

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

EvoAgentX: An Automated Framework for Evolving Agentic Workflows

Yingxu Wang, Siwei Liu, Jinyuan Fang, Zaiqiao Meng

机构 * Mohamed bin Zayed University of Artificial Intelligence（莫莫德·本·扎耶德人工智能大学） ； University of Aberdeen（阿伯丁大学） ； University of Glasgow（格拉斯哥大学） 纠错

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

Small Language Models are the Future of Agentic AI

Peter Belcak, Greg Heinrich, Shizhe Diao, Yonggan Fu, Xin Dong, Saurav Muralidharan, Yingyan Celine Lin, Pavlo Molchanov

机构 * NVIDIA Research（NVIDIA研究） 纠错

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

AgenTracer: Who Is Inducing Failure in the LLM Agentic Systems?

Guibin Zhang, Junhao Wang, Junjie Chen, Wangchunshu Zhou, Kun Wang, Shuicheng Yan

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

AgentScope 1.0: A Developer-Centric Framework for Building Agentic Applications

Dawei Gao, Zitao Li, Yuexiang Xie, Weirui Kuang, Liuyi Yao, Bingchen Qian, Zhijian Ma, Yue Cui, Haohao Luo, Shen Li, Lu Yi, Yi Yu, Shiqi He, Zhiling Luo, Wenmeng Zhou, Zhicheng Zhang, Xuguang He, Ziqian Chen, Weikai Liao, Farruh Isakulovich Kushnazarov, Yaliang Li, Bolin Ding, Jingren Zhou

机构 * Alibaba Group（阿里巴巴集团） 纠错

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

N-Agent Ad Hoc Teamwork

Caroline Wang, Arrasy Rahman, Ishan Durugkar, Elad Liebman, Peter Stone

机构 * Sony AI（索尼人工智能） 纠错

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

Journal ref Proceedings of the 38th International Conference on Neural Information Processing Systems (NIPS '24), Vol. 37 (2024), Article 3551, 111832-111862

MX-AI: Agentic Observability and Control Platform for Open and AI-RAN

Ilias Chatzistefanidis, Andrea Leone, Ali Yaghoubian, Mikel Irazabal, Sehad Nassim, Lina Bariah, Merouane Debbah, Navid Nikaein

机构 * Communications Department（通讯部门） ； EURECOM ； AI Department（AI部门） ； BubbleRAN ； RIC Department（RIC部门） ； Aalto University（阿莱大学） ； EECS Department（EECS部门） ； Khalifa University（卡利法大学） 纠错

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

Comments This work has been submitted to the IEEE for possible publication

AI Agents and the Law

Mark O. Riedl, Deven R. Desai

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

Comments 2025 AAAI Conference on AI, Ethics, and Society

Personalized Constitutionally-Aligned Agentic Superego: Secure AI Behavior Aligned to Diverse Human Values

Nell Watson, Ahmed Amer, Evan Harris, Preeti Ravindra, Shujun Zhang

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

Comments 42 pages, 6 figures

Journal ref Information 2025, 16(8), 651

Establishing Best Practices for Building Rigorous Agentic Benchmarks

Yuxuan Zhu, Tengjun Jin, Yada Pruksachatkun, Andy Zhang, Shu Liu, Sasha Cui, Sayash Kapoor, Shayne Longpre, Kevin Meng, Rebecca Weiss, Fazl Barez, Rahul Gupta, Jwala Dhamala, Jacob Merizian, Mario Giulianelli, Harry Coppock, Cozmin Ududec, Jasjeet Sekhon, Jacob Steinhardt, Antony Kellermann, Sarah Schwettmann, Matei Zaharia, Ion Stoica, Percy Liang, Daniel Kang

机构 * UIUC（伊利诺伊大学） ； Stanford University（斯坦福大学） ； University of California, Berkeley（加州大学伯克利分校） ； Yale University（耶鲁大学） ； Princeton University（普林斯顿大学） ； MIT（麻省理工学院） ； Transluce ； ML Commons ； Amazon（亚马逊） ； UK AI Safety Institute（英国人工智能安全研究所） ； University of Oxford（牛津大学） 纠错

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

Comments 39 pages, 15 tables, 6 figures

Multi-level Value Alignment in Agentic AI Systems: Survey and Perspectives

Wei Zeng, Hengshu Zhu, Chuan Qin, Han Wu, Yihang Cheng, Sirui Zhang, Xiaowei Jin, Yinuo Shen, Zhenxing Wang, Feimin Zhong, Hui Xiong

机构 * Business School, Hunan University（湖南大学商学院） ； Computer Network Information Center, Chinese Academy of Sciences（中国科学院计算机网络信息中心） ； University of Chinese Academy of Sciences（中国科学院大学） ； School of Computer Science and Information Engineering, Hefei University of Technology（合肥工业大学计算机科学与信息工程学院） ； School of Business, Hunan University（湖南大学商学院） ； Thrust of Artificial Intelligence, The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）人工智能研究所） ； Department of Computer Science and Engineering, The Hong Kong University of Science and Technology Hong Kong SAR（香港科技大学（香港）计算机科学与工程学院） 纠错

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

When AIs Judge AIs: The Rise of Agent-as-a-Judge Evaluation for LLMs

Fangyi Yu

机构 * Fangyi Yu 纠错

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

REPRO-Bench: Can Agentic AI Systems Assess the Reproducibility of Social Science Research?

Chuxuan Hu, Liyun Zhang, Yeji Lim, Aum Wadhwani, Austin Peters, Daniel Kang

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Shanghai Jiao Tong University（上海交通大学） ； University of Chicago（芝加哥大学） 纠错

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

Comments Accepted to ACL 2025 Findings

StaAgent: An Agentic Framework for Testing Static Analyzers

Elijah Nnorom, Md Basim Uddin Ahmed, Jiho Shin, Hung Viet Pham, Song Wang

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

CRAB: Cross-environment Agent Benchmark for Multimodal Language Model Agents

Tianqi Xu, Linyao Chen, Dai-Jie Wu, Yanjun Chen, Zecheng Zhang, Xiang Yao, Zhiqiang Xie, Yongchao Chen, Shilong Liu, Bochen Qian, Anjie Yang, Zhaoxuan Jin, Jianbo Deng, Philip Torr, Bernard Ghanem, Guohao Li

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

Comments 2025 ACL Findings

AI-Governed Agent Architecture for Web-Trustworthy Tokenization of Alternative Assets

Ailiya Borjigin, Wei Zhou, Cong He

机构 * Probe Group Pte. Ltd.（Probe集团） 纠错

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

Comments 8 Pages, 1 figure

Pel, A Programming Language for Orchestrating AI Agents

Behnam Mohammadi

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

Comments 1. Updated author email address (I graduated so I added my alumni email). 2. Changed mono-font color to blue for better readability

AI Agents for Conversational Patient Triage: Preliminary Simulation-Based Evaluation with Real-World EHR Data

Sina Rashidian, Nan Li, Jonathan Amar, Jong Ha Lee, Sam Pugh, Eric Yang, Geoff Masterson, Myoung Cha, Yugang Jia, Akhil Vaid

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

X-WebAgentBench: A Multilingual Interactive Web Benchmark for Evaluating Global Agentic System

Peng Wang, Ruihan Tao, Qiguang Chen, Mengkang Hu, Libo Qin

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

Comments Accepted by ACL 2025 Findings

An agentic system with reinforcement-learned subsystem improvements for parsing form-like documents

Ayesha Amjad, Saurav Sthapit, Tahir Qasim Syed

机构 * Institute of Business Administration Karachi, Pakistan（巴基斯坦卡利亚克大学商学院） ； Coventry University（科文特大学） 纠错

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

AI agents may be worth the hype but not the resources (yet): An initial exploration of machine translation quality and costs in three language pairs in the legal and news domains

Vicent Briva Iglesias, Gokhan Dogru

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

Static Vs. Agentic Game Master AI for Facilitating Solo Role-Playing Experiences

Nicolai Hejlesen Jørgensen, Sarmilan Tharmabalan, Ilhan Aslan, Nicolai Brodersen Hansen, Timothy Merritt

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

Comments 17 pages, 10 figures, 1 table, submitted for review

Safeguarding AI Agents: Developing and Analyzing Safety Architectures

Ishaan Domkundwar, Mukunda N S, Ishaan Bhola, Riddhik Kochhar

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

Emergence of Social Norms in Generative Agent Societies: Principles and Architecture

Siyue Ren, Zhiyao Cui, Ruiqi Song, Zhen Wang, Shuyue Hu

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

Comments Published as a conference paper at IJCAI 2024

MMAU: A Holistic Benchmark of Agent Capabilities Across Diverse Domains

Guoli Yin, Haoping Bai, Shuang Ma, Feng Nan, Yanchao Sun, Zhaoyang Xu, Shen Ma, Jiarui Lu, Xiang Kong, Aonan Zhang, Dian Ang Yap, Yizhe zhang, Karsten Ahnert, Vik Kamath, Mathias Berglund, Dominic Walsh, Tobias Gindele, Juergen Wiest, Zhengfeng Lai, Xiaoming Wang, Jiulong Shan, Meng Cao, Ruoming Pang, Zirui Wang

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

MADRaS : Multi Agent Driving Simulator

Anirban Santara, Sohan Rudra, Sree Aditya Buridi, Meha Kaushik, Abhishek Naik, Bharat Kaul, Balaraman Ravindran

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

Maximizing Expected Impact in an Agent Reputation Network -- Technical Report

Gavin Rens, Abhaya Nayak, Thomas Meyer

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

Comments 18 pages including bibliography