AI Agent

On Tractable $Φ$-Equilibria in Non-Concave Games

Yang Cai, Constantinos Daskalakis, Haipeng Luo, Chen-Yu Wei, Weiqiang Zheng

机构 * Yale University（耶鲁大学） ； MIT CSAIL（麻省理工学院计算机科学与人工智能实验室） ； University of Southern California（南加州大学） ； University of Virginia（弗吉尼亚大学） 纠错

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

Comments 59 pages. The abstract has been shortened to meet the arXiv requirement. A preliminary version of the paper has been accepted to NeurIPS 2024. Compared to the last version, this version contains updated references

Exploring the Impact of Personality Traits on Conversational Recommender Systems: A Simulation with Large Language Models

Xiaoyan Zhao, Yang Deng, Wenjie Wang, Hongzhan lin, Hong Cheng, Rui Zhang, See-Kiong Ng, Tat-Seng Chua

机构 * Chinese University of Hong Kong（香港中文大学） ； National University of Singapore（新加坡国立大学） ； Singapore Management University（新加坡管理大学） ； Hong Kong Baptist University（香港浸会大学） ； Huazhong University of Science and Technology（华中科技大学） 纠错

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

SimUSER: Simulating User Behavior with Large Language Models for Recommender System Evaluation

Nicolas Bougie, Narimasa Watanabe

机构 * Woven by Toyota（丰田编织） 纠错

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

Exploring Backdoor Attack and Defense for LLM-empowered Recommendations

Liangbo Ning, Wenqi Fan, Qing Li

机构 * The Hong Kong Polytechnic University（香港理工大学） 纠错

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

Experiential Explanations for Reinforcement Learning

Amal Alabdulkarim, Madhuri Singh, Gennie Mansi, Kaely Hall, Upol Ehsan, Mark O. Riedl

机构 * Georgia Institute of Technology（佐治亚理工学院） ； Harvard University（哈佛大学） 纠错

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

Comments (50 pages, 28 figures) Published in the Journal of Neural Computing & Applications (2025) Code is available in: https://github.com/amal994/Experiential-Explanations-RL

Pay Attention to What and Where? Interpretable Feature Extractor in Vision-based Deep Reinforcement Learning

Tien Pham, Angelo Cangelosi

机构 * School of Computer Science The University of Manchester Manchester, UK 纠错

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

FLoRA: Sample-Efficient Preference-based RL via Low-Rank Style Adaptation of Reward Functions

Daniel Marta, Simon Holk, Miguel Vasco, Jens Lundell, Timon Homberger, Finn Busch, Olov Andersson, Danica Kragic, Iolanda Leite

机构 * KTH Royal Institute of Technology（瑞典皇家理工学院） 纠错

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

Comments Accepted at 2025 IEEE International Conference on Robotics & Automation (ICRA). We provide videos of our results and source code at https://sites.google.com/view/preflora/

CLEAR-KGQA: Clarification-Enhanced Ambiguity Resolution for Knowledge Graph Question Answering

Liqiang Wen, Guanming Xiong, Tong Mo, Bing Li, Weiping Li, Wen Zhao

机构 * Peking University（北京大学） 纠错

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

Comments This work has been accepted by the IJCNN 2025 main track

PDSL: Privacy-Preserved Decentralized Stochastic Learning with Heterogeneous Data Distribution

Lina Wang, Yunsheng Yuan, Chunxiao Wang, Feng Li

机构 * School of Computer Science and Technology, Shandong University（山东大学计算机科学与技术学院） ； Shandong Computer Science Center (National Supercomputer Center in Jinan)（山东省计算中心（国家超级计算济南中心）） ； Qilu University of Technology (Shandong Academy of Sciences)（齐鲁工业大学（山东省科学院）） ； Shandong Fundamental Research Center for Computer Science（山东省计算机科学基础研究中心） 纠错

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

Predict+Optimize Problem in Renewable Energy Scheduling

Christoph Bergmeir, Frits de Nijs, Evgenii Genov, Abishek Sriramulu, Mahdi Abolghasemi, Richard Bean, John Betts, Quang Bui, Nam Trong Dinh, Nils Einecke, Rasul Esmaeilbeigi, Scott Ferraro, Priya Galketiya, Robert Glasgow, Rakshitha Godahewa, Yanfei Kang, Steffen Limmer, Luis Magdalena, Pablo Montero-Manso, Daniel Peralta, Yogesh Pipada Sunil Kumar, Alejandro Rosales-Pérez, Julian Ruddick, Akylas Stratigakos, Peter Stuckey, Guido Tack, Isaac Triguero, Rui Yuan

机构 * DaSCI Andalusian Institute in Data Science and Computational Intelligence（DaSCI安达卢西亚数据科学与计算智能研究所） ； University of Granada（格拉纳达大学） ； Monash University（莫纳什大学） ； Queensland University of Technology（昆士兰科技大学） ； University of Queensland（昆士兰大学） 纠错

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

ScalerEval: Automated and Consistent Evaluation Testbed for Auto-scalers in Microservices

Shuaiyu Xie, Jian Wang, Yang Luo, Yunqing Yong, Yuzhen Tan, Bing Li

专题命中 Agent评测 ：workflow(abstract)；分类 cs.SE

Comments 4 pages

Enhanced Question-Answering for Skill-based learning using Knowledge-based AI and Generative AI

Rahul K. Dass, Rochan H. Madhusudhana, Erin C. Deye, Shashank Verma, Timothy A. Bydlon, Grace Brazil, Ashok K. Goel

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

Conversational Medical AI: Ready for Practice

Antoine Lizée, Pierre-Auguste Beaucoté, James Whitbeck, Marion Doumeingts, Anaël Beaugnon, Isabelle Feldhaus

机构 * Alan（阿兰机构） ； Belle Labs（贝尔实验室） 纠错

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

Comments Accepted to AAAI25 (Oral, workshop) 14 pages, 7 figures, 3 tables

Bandit Social Learning: Exploration under Myopic Behavior

Kiarash Banihashem, MohammadTaghi Hajiaghayi, Suho Shin, Aleksandrs Slivkins

机构 * University of Maryland at College Park（马里兰大学学院公园分校） 纠错

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

Comments Extended version of NeurIPS 2023 paper titled "Bandit Social Learning under Myopic Behavior"

Neural Motion Simulator: Pushing the Limit of World Models in Reinforcement Learning

Chenjie Hao, Weyl Lu, Yifan Xu, Yubei Chen

机构 * UC Davis（加州大学戴维斯分校） ； Open Path AI Foundation（Open Path AI基金会） 纠错

专题命中 Agent评测 ：planning(abstract)；分类 cs.LG

Comments 8 pages (main), 2-page appendix, 8 figures, accepted by CVPR 2025

AgentFM: Role-Aware Failure Management for Distributed Databases with LLM-Driven Multi-Agents

Lingzhe Zhang, Yunpeng Zhai, Tong Jia, Xiaosong Huang, Chiming Duan, Ying Li

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

Comments accepted by FSE-IVR'25

Economic Battery Storage Dispatch with Deep Reinforcement Learning from Rule-Based Demonstrations

Manuel Sage, Martin Staniszewski, Yaoyao Fiona Zhao

机构 * McGill University（麦吉尔大学） ； Siemens Energy Canada Limited（西门子能源加拿大有限公司） 纠错

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

RoboCAS: A Benchmark for Robotic Manipulation in Complex Object Arrangement Scenarios

Liming Zheng, Feng Yan, Fanfan Liu, Chengjian Feng, Zhuoliang Kang, Lin Ma

机构 * Meituan（美团） 纠错

专题命中 Agent评测 ：planning(abstract)；分类 cs.LG

Catastrophic Forgetting in LLMs: A Comparative Analysis Across Language Tasks

Naimul Haque

机构 * Alfred University（阿尔弗雷德大学） 纠错

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

Bench4Merge: A Comprehensive Benchmark for Merging in Realistic Dense Traffic with Micro-Interactive Vehicles

Zhengming Wang, Junli Wang, Pengfei Li, Zhaohan Li, Chunyang Liu, Bo Zhang, Peng Li, Yilun Chen

机构 * Institute for AI Industry Research (AIR), Tsinghua University（清华大学人工智能产业研究院（AIR）） ； College of Energy Engineering, Zhejiang University（浙江大学能源工程学院） ； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； Didi Chuxing（滴滴出行） 纠错

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

Comments 6 pages, 8 figures, on submitted

MagicDec: Breaking the Latency-Throughput Tradeoff for Long Context Generation with Speculative Decoding

Ranajoy Sadhukhan, Jian Chen, Zhuoming Chen, Vashisth Tiwari, Ruihang Lai, Jinyuan Shi, Ian En-Hsu Yen, Avner May, Tianqi Chen, Beidi Chen

机构 * Carnegie Mellon University（卡内基梅隆大学） ； Moffett AI（莫菲特人工智能公司） ； Together AI（Together AI公司） 纠错

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

LLM-IE: A Python Package for Generative Information Extraction with Large Language Models

Enshuo Hsu, Kirk Roberts

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

Fine-Grained Evaluation of Large Vision-Language Models in Autonomous Driving

Yue Li, Meng Tian, Zhenyu Lin, Jiangtong Zhu, Dechang Zhu, Haiqiang Liu, Zining Wang, Yueyi Zhang, Zhiwei Xiong, Xinhai Zhao

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

Reinforced Model Merging

Jiaqi Han, Jingwen Ye, Shunyu Liu, Haofei Zhang, Jie Song, Zunlei Feng, Mingli Song

机构 * College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院） ； National University of Singapore（新加坡国立大学） ； Nanyang Technological University（南洋理工大学） ； School of Software Technology, Zhejiang University（浙江大学软件学院） 纠错

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

Cultivating Game Sense for Yourself: Making VLMs Gaming Experts

Wenxuan Lu, Jiangyang He, Zhanqiu Zhang, Yiwen Guo, Tianning Zang

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

Towards a Design Guideline for RPA Evaluation: A Survey of Large Language Model-Based Role-Playing Agents

Chaoran Chen, Bingsheng Yao, Ruishi Zou, Wenyue Hua, Weimin Lyu, Yanfang Ye, Toby Jia-Jun Li, Dakuo Wang

机构 * University of Notre Dame（圣母大学） ； Northeastern University（东北大学） ； University of California, San Diego（加利福尼亚大学圣迭戈分校） ； University of California, Santa Barbara（加利福尼亚大学圣巴巴拉分校） ； Stony Brook University（石溪大学） 纠错

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

Exploring the Effect of Robotic Embodiment and Empathetic Tone of LLMs on Empathy Elicitation

Liza Darwesh, Jaspreet Singh, Marin Marian, Eduard Alexa, Koen Hindriks, Kim Baraka

机构 * Vrije Universiteit Amsterdam（阿姆斯特丹自由大学） 纠错

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

Comments *Liza Darwesh, Jaspreet Singh, Marin Marian, and Eduard Alexa contributed equally to this work.*

Journal ref Proceedings of the International Conference on Social Robotics (ICSR 2024), Springer, 2025, pp. 1-11

DINO Pre-training for Vision-based End-to-end Autonomous Driving

Shubham Juneja, Povilas Daniušis, Virginijus Marcinkevičius

机构 * Vilnius University Institute of Data Science and Digital Technologies（维尔纽斯大学数据科学与数字技术研究所） ； Research Institute of Natural and Technological Sciences, Vytautas Magnus University（维陶塔斯马格努斯大学自然与技术科学研究所） 纠错

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

Journal ref Baltic Journal of Modern Computing, Vol. 12(4), 2024, pp. 374-386

Vision-based Multi-future Trajectory Prediction: A Survey

Renhao Huang, Hao Xue, Maurice Pagnucco, Flora Salim, Yang Song

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

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

Comments Accepted by TNNLS 2025

Probabilistic Selection in AgentSpeak(L)

Francisco Coelho, Vitor Nogueira

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

Comments 8 pages, 3 figures