AI Agent

Mind the Gap: Time-of-Check to Time-of-Use Vulnerabilities in LLM-Enabled Agents

Derek Lilienthal, Sanghyun Hong

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

Comments Pre-print

Pub-Guard-LLM: Detecting Retracted Biomedical Articles with Reliable Explanations

Lihu Chen, Shuojie Fu, Gabriel Freedman, Cemre Zor, Guy Martin, James Kinross, Uddhav Vaghela, Ovidiu Serban, Francesca Toni

机构 * Imperial College London（伦敦帝国学院） ； Amazon Web Services（亚马逊网络服务） ； National Health Service（国家健康服务） 纠错

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

Comments long paper under review

TeleAntiFraud-28k: An Audio-Text Slow-Thinking Dataset for Telecom Fraud Detection

Zhiming Ma, Peidong Wang, Minhua Huang, Jingpeng Wang, Kai Wu, Xiangzhao Lv, Yachun Pang, Yin Yang, Wenjie Tang, Yuchen Kang

机构 * China Mobile Internet Company Ltd.（中国移动互联网有限公司） ； Northeastern University（东北大学） 纠错

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

Learning Zero-Sum Linear Quadratic Games with Improved Sample Complexity and Last-Iterate Convergence

Jiduan Wu, Anas Barakat, Ilyas Fatkhullin, Niao He

机构 * Department of Computer Science, ETH Zürich（计算机科学系，苏黎世联邦理工学院） 纠错

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

AgriGPT: a Large Language Model Ecosystem for Agriculture

Bo Yang, Yu Zhang, Lanfei Feng, Yunkui Chen, Jianyu Zhang, Xiao Xu, Nueraili Aierken, Yurui Li, Yuxuan Chen, Guijun Yang, Yong He, Runhe Huang, Shijian Li

机构 * College of Computer Science and Technology, Zhejiang University, China（浙江大学计算机科学与技术学院） ； College of Software Technology, Zhejiang University, China（浙江大学软件学院） ； School of Geological Engineering and Geomatics, Chang’an University, China（长安大学地质工程与测绘学院） ； College of Biosystems Engineering and Food Science, Zhejiang University, China（浙江大学生物系统工程与食品科学学院） ； Faculty of Computer and Information Sciences, Hosei University, Japan（立命馆大学计算机与信息科学系） 纠错

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

Probabilistic Active Goal Recognition

Chenyuan Zhang, Cristian Rojas Cardenas, Hamid Rezatofighi, Mor Vered, Buser Say

机构 * Monash University（莫纳什大学） 纠错

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

Comments Camera Ready Version in KR2025

Building Effective Safety Guardrails in AI Education Tools

Hannah-Beth Clark, Laura Benton, Emma Searle, Margaux Dowland, Matthew Gregory, Will Gayne, John Roberts

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

Comments 9 pages, published in proceedings of International Conference on Artificial Intelligence in Education (AIED) 2025: Posters and Late Breaking Results, Workshops and Tutorials, Industry and Innovation Tracks, Practitioners, Doctoral Consortium, Blue Sky, and WideAIED

Journal ref Communications in Computer and Information Science (2025) vol 2590, pp. 129-136

Evaluating the Robustness of Multimodal Agents Against Active Environmental Injection Attacks

Yurun Chen, Xavier Hu, Keting Yin, Juncheng Li, Shengyu Zhang

机构 * School of Software Technology Zhejiang University Hangzhou Zhejiang China（软件技术学院浙江大学杭州浙江中国） ； Zhejiang University（浙江大学） 纠错

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

Comments Accepted at ACM MM 2025 Main Conference

Bayes-Entropy Collaborative Driven Agents for Research Hypotheses Generation and Optimization

Shiyang Duan, Yuan Tian, Qi Bing, Xiaowei Shao

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

Comments Corresponding author: Xiaowei Shao. 12 pages, 4 figures

SketchAgent: Generating Structured Diagrams from Hand-Drawn Sketches

Cheng Tan, Qi Chen, Jingxuan Wei, Gaowei Wu, Zhangyang Gao, Siyuan Li, Bihui Yu, Ruifeng Guo, Stan Z. Li

机构 * Westlake University（西湖大学） ； Zhejiang University（浙江大学） ； University of Chinese Academy of Sciences（中国科学院大学） 纠错

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

Comments Accepted by IJCAI 2025

Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems

Bang Liu, Xinfeng Li, Jiayi Zhang, Jinlin Wang, Tanjin He, Sirui Hong, Hongzhang Liu, Shaokun Zhang, Kaitao Song, Kunlun Zhu, Yuheng Cheng, Suyuchen Wang, Xiaoqiang Wang, Yuyu Luo, Haibo Jin, Peiyan Zhang, Ollie Liu, Jiaqi Chen, Huan Zhang, Zhaoyang Yu, Haochen Shi, Boyan Li, Dekun Wu, Fengwei Teng, Xiaojun Jia, Jiawei Xu, Jinyu Xiang, Yizhang Lin, Tianming Liu, Tongliang Liu, Yu Su, Huan Sun, Glen Berseth, Jianyun Nie, Ian Foster, Logan Ward, Qingyun Wu, Yu Gu, Mingchen Zhuge, Xinbing Liang, Xiangru Tang, Haohan Wang, Jiaxuan You, Chi Wang, Jian Pei, Qiang Yang, Xiaoliang Qi, Chenglin Wu

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

"Teammates, Am I Clear?": Analysing Legible Behaviours in Teams

Miguel Faria, Francisco S. Melo, Ana Paiva

机构 * SARDINE ； Instituto de Telecomunicações（电信研究所） ； Instituto Superior Técnico（技术高等学院） ； INESC-ID（葡萄牙创新科学与技术研究所） 纠错

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

Deep Reinforcement Learning-based Cell DTX/DRX Configuration for Network Energy Saving

Wei Mao, Lili Wei, Omid Semiari, Shu-ping Yeh, Hosein Nikopour

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

Comments 7 pages, 7 figures

IRASim: A Fine-Grained World Model for Robot Manipulation

Fangqi Zhu, Hongtao Wu, Song Guo, Yuxiao Liu, Chilam Cheang, Tao Kong

机构 * Hong Kong University of Science and Technology（香港科技大学） ； ByteDance Seed（字节跳动种子） 纠错

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

Comments Opensource, project website: https://gen-irasim.github.io

Journal ref ICCV 2025

Remembering the Markov Property in Cooperative MARL

Kale-ab Abebe Tessera, Leonard Hinckeldey, Riccardo Zamboni, David Abel, Amos Storkey

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

Comments RLC Finding the Frame Workshop Camera-Ready, 8 pages

Application of LLM Guided Reinforcement Learning in Formation Control with Collision Avoidance

Chenhao Yao, Zike Yuan, Xiaoxu Liu, Chi Zhu

机构 * School of Sino-German College of Intelligent Manufacturing, Shenzhen Technology University（智能制造中德学院） 纠错

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

Comments Accepted by IROS 2025

KAT-V1: Kwai-AutoThink Technical Report

Zizheng Zhan, Ken Deng, Huaixi Tang, Wen Xiang, Kun Wu, Weihao Li, Wenqiang Zhu, Jingxuan Xu, Lecheng Huang, Zongxian Feng, Shaojie Wang, Shangpeng Yan, Xuxing Chen, Jiaheng Liu, Zhongyuan Peng, Zuchen Gao, Haoyang Huang, Xiaojiang Zhang, Jinghui Wang, Zheng Lin, Mengtong Li, Huiming Wang, Ziqi Zhan, Yanan Wu, Yuanxing Zhang, Jian Yang, Guang Chen, Haotian Zhang, Bin Chen, Bing Yu

机构 * Kuaishou（快手） 纠错

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

PRM-Free Security Alignment of Large Models via Red Teaming and Adversarial Training

Pengfei Du

机构 * Pengfei Du（独立研究者） 纠错

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

PsyLite Technical Report

Fangjun Ding, Renyu Zhang, Xinyu Feng, Chengye Xie, Zheng Zhang, Yanting Zhang

机构 * Donghua University（东华大学） 纠错

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

eSapiens: A Platform for Secure and Auditable Retrieval-Augmented Generation

Isaac Shi, Zeyuan Li, Fan Liu, Wenli Wang, Lewei He, Yang Yang, Tianyu Shi

机构 * eSapiens Team（eSapiens团队） 纠错

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

DriveTransformer: Unified Transformer for Scalable End-to-End Autonomous Driving

Xiaosong Jia, Junqi You, Zhiyuan Zhang, Junchi Yan

机构 * Sch. of Computer Science & Sch. of Artificial Intelligence, Shanghai Jiao Tong University（计算机科学学院与人工智能学院，上海交通大学） 纠错

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

Comments Accepted by ICLR2025; Fix Typo

Evaluating Retrieval-Augmented Generation Agents for Autonomous Scientific Discovery in Astrophysics

Xueqing Xu, Boris Bolliet, Adrian Dimitrov, Andrew Laverick, Francisco Villaescusa-Navarro, Licong Xu, Íñigo Zubeldia

机构 * Institute of Astronomy, University of Cambridge, Cambridge, United Kingdom（英国剑桥大学天文研究所） ； Kavli Institute for Cosmology, University of Cambridge, Cambridge, United Kingdom（英国剑桥大学卡弗里宇宙研究所） ； Department of Physics, University of Cambridge, Cambridge, United Kingdom（英国剑桥大学物理系） ； Center for Computational Astrophysics, Flatiron Institute, New York, NY, USA（Flatiron研究所计算天体物理学中心） ； Department of Astrophysical Sciences, Princeton University, Princeton, NJ, USA（普林斯顿大学天体物理学系） 纠错

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

Comments Accepted contribution (spotlight) to the ICML 2025 Workshop on Machine Learning for Astrophysics; codes: https://huggingface.co/datasets/ASTROANTS/CosmoPaperQA, https://github.com/CMBAgents/cmbagent, https://github.com/CMBAgents/scirag

Inaugural MOASEI Competition at AAMAS'2025: A Technical Report

Ceferino Patino, Tyler J. Billings, Alireza Saleh Abadi, Daniel Redder, Adam Eck, Prashant Doshi, Leen-Kiat Soh

机构 * University of Nebraska - Lincoln（内布拉斯加大学林肯分校） ； University of Georgia - Athens（佐治亚大学亚特兰大分校） ； Oberlin College（奥伯林学院） 纠错

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

Comments Report from the MOASEI'2025 Competition held at AAMAS'2025

Participatory Evolution of Artificial Life Systems via Semantic Feedback

Shuowen Li, Kexin Wang, Minglu Fang, Danqi Huang, Ali Asadipour, Haipeng Mi, Yitong Sun

机构 * Tsinghua University（清华大学） ； MIT CSAIL（麻省理工学院计算机科学与人工智能实验室） ； China Academy of Art（中国美术学院） ； Royal College of Art, Computer Science Research Centre（皇家艺术学院计算机科学研究中心） 纠错

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

Comments 10 pages

L0: Reinforcement Learning to Become General Agents

Junjie Zhang, Jingyi Xi, Zhuoyang Song, Junyu Lu, Yuhua Ke, Ting Sun, Yukun Yang, Jiaxing Zhang, Songxin Zhang, Zejian Xie

机构 * Lionrock AI Lab（狮岩人工智能实验室） ； China Merchants Research Institute of Advanced Technology（中国商人先进技术研究院） 纠错

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

Mode Collapse Happens: Evaluating Critical Interactions in Joint Trajectory Prediction Models

Maarten Hugenholtz, Anna Meszaros, Jens Kober, Zlatan Ajanovic

机构 * Cognitive Robotics Department, Delft University of Technology（代尔夫特理工大学认知机器人学系） ； Computer Science Department, RWTH Aachen University（亚琛工业大学计算机科学系） 纠错

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

Comments 12 pages, 8 figures, submitted to a journal

Universal Retrieval for Multimodal Trajectory Modeling

Xuan Zhang, Ziyan Jiang, Rui Meng, Yifei Leng, Zhenbang Xiao, Zora Zhiruo Wang, Yanyi Shang, Dehan Kong

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

Comments 18 pages, 3 figures, accepted by Workshop on Computer-use Agents @ ICML 2025

MobiVerse: Scaling Urban Mobility Simulation with Hybrid Lightweight Domain-Specific Generator and Large Language Models

Yifan Liu, Xishun Liao, Haoxuan Ma, Jonathan Liu, Rohan Jadhav, Jiaqi Ma

机构 * UCLA Mobility Lab under the Department of Civil and Environmental Engineering, University of California, Los Angeles（加州大学洛杉矶分校土木与环境工程系移动实验室） 纠错

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

Design Patterns for Securing LLM Agents against Prompt Injections

Luca Beurer-Kellner, Beat Buesser, Ana-Maria Creţu, Edoardo Debenedetti, Daniel Dobos, Daniel Fabian, Marc Fischer, David Froelicher, Kathrin Grosse, Daniel Naeff, Ezinwanne Ozoani, Andrew Paverd, Florian Tramèr, Václav Volhejn

机构 * Invariant Labs ； IBM ； EPFL（苏黎世联邦理工学院） ； ETH Zurich（苏黎世联邦理工学院） ； Swisscom（瑞士通信） ； Google（谷歌） ； ETH AI Center（苏黎世联邦理工学院人工智能中心） ； AppliedAI Institute for Europe（欧洲应用AI研究院） ； Microsoft（微软） ； Lakera 纠错

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

Will LLMs be Professional at Fund Investment? DeepFund: A Live Arena Perspective

Changlun Li, Yao Shi, Yuyu Luo, Nan Tang

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） 纠错

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

Comments 6 pages, 3 figures, perspective paper