AI Agent

LLM Agent Meets Agentic AI: Can LLM Agents Simulate Customers to Evaluate Agentic-AI-based Shopping Assistants?

Lu Sun, Shihan Fu, Bingsheng Yao, Yuxuan Lu, Wenbo Li, Hansu Gu, Jiri Gesi, Jing Huang, Chen Luo, Dakuo Wang

机构 * University of California San Diego La Jolla California United States ； Northeastern University Boston Massachusetts United States ； North Carolina State University Raleigh North Carolina United States ； Independent Researcher Seattle Washington United States ； Independent Researcher Palo Alto California United States ； University of California San Diego ； Northeastern University ； North Carolina State University ； Independent Researcher 纠错

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

Beyond Static Testbeds: An Interaction-Centric Agent Simulation Platform for Dynamic Recommender Systems

Song Jin, Juntian Zhang, Yuhan Liu, Xun Zhang, Yufei Zhang, Guojun Yin, Fei Jiang, Wei Lin, Rui Yan

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学人工智能学院） ； Meituan（美团） ； Wuhan University（武汉大学） 纠错

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

Comments EMNLP2025 Main

Retrieval-Augmented Guardrails for AI-Drafted Patient-Portal Messages: Error Taxonomy Construction and Large-Scale Evaluation

Wenyuan Chen, Fateme Nateghi Haredasht, Kameron C. Black, Francois Grolleau, Emily Alsentzer, Jonathan H. Chen, Stephen P. Ma

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

DialSim: A Dialogue Simulator for Evaluating Long-Term Multi-Party Dialogue Understanding of Conversational Agents

Jiho Kim, Woosog Chay, Hyeonji Hwang, Daeun Kyung, Hyunseung Chung, Eunbyeol Cho, Yeonsu Kwon, Yohan Jo, Edward Choi

机构 * KAIST（韩国科学技术院） ； SNU（釜山大学） 纠错

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

MotivGraph-SoIQ: Integrating Motivational Knowledge Graphs and Socratic Dialogue for Enhanced LLM Ideation

Xinping Lei, Tong Zhou, Yubo Chen, Kang Liu, Jun Zhao

机构 * The Key Laboratory of Cognition and Decision Intelligence for Complex Systems（认知与决策智能复杂系统重点实验室） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； Hunan Provincial Key Laboratory of Philosophy and Social Sciences of Artificial Intelligence and Precision International, Hunan Normal University（湖南省人工智能与精准哲学社会科学省级重点实验室，湖南师范大学） ； Beijing University of Posts and Telecommunications（北京邮电大学） 纠错

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

Comments EMNLP2025 Findings

CapSpeech: Enabling Downstream Applications in Style-Captioned Text-to-Speech

Helin Wang, Jiarui Hai, Dading Chong, Karan Thakkar, Tiantian Feng, Dongchao Yang, Junhyeok Lee, Thomas Thebaud, Laureano Moro Velazquez, Jesus Villalba, Zengyi Qin, Shrikanth Narayanan, Mounya Elhiali, Najim Dehak

机构 * Johns Hopkins University（约翰霍普金斯大学） ； Peking University（北京大学） ； Chinese University of Hong Kong（香港中文大学） ； University of Southern California（南加州大学） ； Massachusetts Institute of Technology（麻省理工学院） 纠错

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

Reducing Leximin Fairness to Utilitarian Optimization

Eden Hartman, Yonatan Aumann, Avinatan Hassidim, Erel Segal-Halevi

专题命中 Agent评测 ：agent(abstract)

Comments Accepted to AAAI-2025