AI Agent

From Failure Modes to Reliability Awareness in Generative and Agentic AI System

Janet, Lin, Liangwei Zhang

专题命中 规划决策 ：agentic(title,abstract)；planning(abstract)；分类 cs.AI

Comments 24pages

U2F: Encouraging SWE-Agent to Seize Novelty without Losing Feasibility

Wencheng Ye, Yan Liu

专题命中 规划决策 ：agent(title,abstract)；multi-agent(abstract)；分类 cs.SE

Divide by Question, Conquer by Agent: SPLIT-RAG with Question-Driven Graph Partitioning

Ruiyi Yang, Hao Xue, Imran Razzak, Shirui Pan, Hakim Hacid, Flora D. Salim

机构 * University of New South Wales（新南威尔士大学） ； Mohamed Bin Zayed University of Artificial Intelligence（穆罕默德·本·扎耶德人工智能大学） ； Griffith University（格里菲斯大学） ； Technology Innovation Institute（技术创新研究所） 纠错

专题命中 规划决策 ：agent(title,abstract)；multi-agent(abstract)；分类 cs.AI

Comments 20 pages, 4 figures

Evaluating Control Protocols for Untrusted AI Agents

Jon Kutasov, Chloe Loughridge, Yuqi Sun, Henry Sleight, Buck Shlegeris, Tyler Tracy, Joe Benton

专题命中 规划决策 ：AI agent(title,abstract)；agentic(abstract)；分类 cs.AI

SE-Agent: Self-Evolution Trajectory Optimization in Multi-Step Reasoning with LLM-Based Agents

Jiaye Lin, Yifu Guo, Yuzhen Han, Sen Hu, Ziyi Ni, Licheng Wang, Mingguang Chen, Hongzhang Liu, Ronghao Chen, Yangfan He, Daxin Jiang, Binxing Jiao, Chen Hu, Huacan Wang

机构 * THU（清华大学） ； StepFun ； UofT（多伦多大学） ； PKU（北京大学） ； UCAS（中国科学院大学） ； CASIA（中国科学院自动化研究所） ； UCR（加州大学尔湾分校） ； USYD（新南威尔士大学） ； UMN（明尼苏达大学） 纠错

专题命中 规划决策 ：agent(title,abstract)；tool use(abstract)；分类 cs.AI

LAFA: Agentic LLM-Driven Federated Analytics over Decentralized Data Sources

Haichao Ji, Zibo Wang, Cheng Pan, Meng Han, Yifei Zhu, Dan Wang, Zhu Han

机构 * Shanghai Jiao Tong University（上海交通大学） ； Peng Cheng Laboratory（鹏城实验室） ； The University of Hong Kong（香港大学） ； Zhejiang University（浙江大学） ； The Hong Kong Polytechnic University（香港理工大学） ； University of Houston（休斯顿大学） 纠错

专题命中 规划决策 ：agentic(title)；agent(abstract)；multi-agent(abstract)；分类 cs.AI

Comments This paper has been accepted by the 16th IEEE International Conference on Cloud Computing Technology and Science (CloudCom 2025)

Oryx: a Scalable Sequence Model for Many-Agent Coordination in Offline MARL

Claude Formanek, Omayma Mahjoub, Louay Ben Nessir, Sasha Abramowitz, Ruan de Kock, Wiem Khlifi, Daniel Rajaonarivonivelomanantsoa, Simon Du Toit, Arnol Fokam, Siddarth Singh, Ulrich Mbou Sob, Felix Chalumeau, Arnu Pretorius

机构 * InstaDeep ； Stellenbosch University（斯特伦博斯大学） ； University of Cape Town（开普敦大学） 纠错

专题命中 规划决策 ：agent(title,abstract)；multi-agent(abstract)；分类 cs.LG

Comments Published at the 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

From Narrative to Action: A Hierarchical LLM-Agent Framework for Human Mobility Generation

Qiumeng Li, Chunhou Ji, Xinyue Liu

机构 * Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） 纠错

专题命中 规划决策 ：agent(title,abstract)；planning(abstract)；分类 cs.AI

Comments 47 pages, 3 figures

The Influence of Human-inspired Agentic Sophistication in LLM-driven Strategic Reasoners

Vince Trencsenyi, Agnieszka Mensfelt, Kostas Stathis

机构 * Department of Computer Science, Royal Holloway University of London（皇家霍洛威大学计算机科学系） 纠错

专题命中 规划决策 ：agentic(title,abstract)；agent(abstract)；分类 cs.AI

Using Large Language Models for Abstraction of Planning Domains - Extended Version

Bita Banihashemi, Megh Patel, Yves Lespérance

机构 * York University（约克大学） 纠错

专题命中 规划决策 ：planning(title,abstract)；agent(abstract)；分类 cs.AI

SheetBrain: A Neuro-Symbolic Agent for Accurate Reasoning over Complex and Large Spreadsheets

Ziwei Wang, Jiayuan Su, Mengyu Zhou, Huaxing Zeng, Mengni Jia, Xiao Lv, Haoyu Dong, Xiaojun Ma, Shi Han, Dongmei Zhang

专题命中 规划决策 ：agent(title,abstract)；workflow(abstract)；分类 cs.CL

REPAIR Approach for Social-based City Reconstruction Planning in case of natural disasters

Ghulam Mudassir, Antinisca Di Marco, Giordano d'Aloisio

专题命中 规划决策 ：planning(title,abstract)；agent(abstract)；分类 cs.AI

Comments Accepted at International Journal of Data Science and Analytics

Active Inference for an Intelligent Agent in Autonomous Reconnaissance Missions

Johan Schubert, Farzad Kamrani, Tove Gustavi

专题命中 规划决策 ：agent(title,abstract)；planning(abstract)；分类 cs.AI

Comments Presented at the 6th International Workshop on Active Inference, 15-17 October 2025, Montreal, Canada

Active Jammer Localization via Acquisition-Aware Path Planning

Luis González-Gudiño, Mariona Jaramillo-Civill, Pau Closas, Tales Imbiriba

机构 * 1Dept. of Computer Science, University of Massachusetts Boston, Boston, MA, USA 2Dept. of Electrical \& Computer Engineering, Northeastern University, Boston, MA, USA 纠错

专题命中 规划决策 ：planning(title,abstract)；agent(abstract)；分类 cs.LG

Comments 5 pages, 3 figures

A2AS: Agentic AI Runtime Security and Self-Defense

Eugene Neelou, Ivan Novikov, Max Moroz, Om Narayan, Tiffany Saade, Mika Ayenson, Ilya Kabanov, Jen Ozmen, Edward Lee, Vineeth Sai Narajala, Emmanuel Guilherme Junior, Ken Huang, Huseyin Gulsin, Jason Ross, Marat Vyshegorodtsev, Adelin Travers, Idan Habler, Rahul Jadav

专题命中 规划决策 ：agentic(title,abstract)；AI agent(abstract)；分类 cs.AI

Adaptive Reasoning Executor: A Collaborative Agent System for Efficient Reasoning

Zehui Ling, Deshu Chen, Yichi Zhang, Yuchen Liu, Xigui Li, Xin Guo, Yuan Cheng

机构 * Artificial Intelligence Innovation and Incubation Institute, Fudan University（复旦大学人工智能创新与孵化院） ； School of Data Science, Fudan University（复旦大学数据科学学院） ； Shanghai Academy of Artificial Intelligence for Science（上海人工智能科学研究院） 纠错

专题命中 规划决策 ：agent(title,abstract)；multi-agent(abstract)；分类 cs.AI

Demystifying Reinforcement Learning in Agentic Reasoning

Zhaochen Yu, Ling Yang, Jiaru Zou, Shuicheng Yan, Mengdi Wang

机构 * National University of Singapore（新加坡国立大学） ； University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Princeton University（普林斯顿大学） 纠错

专题命中 规划决策 ：agentic(title,abstract)；tool-use(abstract)；分类 cs.CL

Comments Code and models: https://github.com/Gen-Verse/Open-AgentRL

Flow Matching-Based Autonomous Driving Planning with Advanced Interactive Behavior Modeling

Tianyi Tan, Yinan Zheng, Ruiming Liang, Zexu Wang, Kexin Zheng, Jinliang Zheng, Jianxiong Li, Xianyuan Zhan, Jingjing Liu

机构 * Institute for AI Industry Research (AIR), Tsinghua University（人工智能产业研究所（AIR），清华大学） ； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； The Chinese University of Hong Kong（香港中文大学） 纠错

专题命中 规划决策 ：planning(title,abstract)；agent(abstract)；分类 cs.AI

Comments 26 pages, 6 figures. Accepted at NeurIPS 2025

Agents of Change: Self-Evolving LLM Agents for Strategic Planning

Nikolas Belle, Dakota Barnes, Alfonso Amayuelas, Ivan Bercovich, Xin Eric Wang, William Wang

机构 * University of California, Santa Barbara（加州大学圣巴巴拉分校） 纠错

专题命中 规划决策 ：planning(title)；agent(abstract)；multi-agent(abstract)；分类 cs.AI

LIDDIA: Language-based Intelligent Drug Discovery Agent

Reza Averly, Frazier N. Baker, Ian A. Watson, Xia Ning

机构 * Department of Computer Science and Engineering, The Ohio State University, USA（俄亥俄州立大学计算机科学与工程系） ； Independent Researcher（独立研究者） ； Department of Biomedical Informatics, The Ohio State University, USA（俄亥俄州立大学生物医学信息学系） ； Translational Data Analytics Institute, The Ohio State University, USA（俄亥俄州立大学转化数据分析研究所） ； College of Pharmacy, The Ohio State University, USA（俄亥俄州立大学药学院） 纠错

专题命中 规划决策 ：agent(title,abstract)；autonomous agent(abstract)；分类 cs.CL

Comments EMNLP 2025 Main Conference

ALLOY: Generating Reusable Agent Workflows from User Demonstration

Jiawen Li, Zheng Ning, Yuan Tian, Toby Jia-jun Li

机构 * University of Michigan, Ann Arbor（密歇根大学安娜堡分校） ； University of Notre Dame（诺特大学） ； Purdue University（普渡大学） 纠错

专题命中 规划决策 ：agent(title)；autonomous agent(abstract)；planning(abstract)；分类 cs.AI

Maximizing UAV Cellular Connectivity with Reinforcement Learning for BVLoS Path Planning

Mehran Behjati, Rosdiadee Nordin, Nor Fadzilah Abdullah

专题命中 规划决策 ：planning(title,abstract)；agent(abstract)；分类 cs.LG

Comments Submitted to an IEEE Conference

Chain-of-Trigger: An Agentic Backdoor that Paradoxically Enhances Agentic Robustness

Jiyang Qiu, Xinbei Ma, Yunqing Xu, Zhuosheng Zhang, Hai Zhao

机构 * School of Computer Science, Shanghai Jiao Tong University（上海交通大学计算机科学学院） 纠错

专题命中 规划决策 ：agentic(title,abstract)；agent(abstract)；分类 cs.AI

Expected Free Energy-based Planning as Variational Inference

Bert de Vries, Wouter Nuijten, Thijs van de Laar, Wouter Kouw, Sepideh Adamiat, Tim Nisslbeck, Mykola Lukashchuk, Hoang Minh Huu Nguyen, Marco Hidalgo Araya, Raphael Tresor, Thijs Jenneskens, Ivana Nikoloska, Raaja Ganapathy Subramanian, Bart van Erp, Dmitry Bagaev, Albert Podusenko

机构 * Eindhoven University of Technology（埃因霍温理工大学） ； Lazy Dynamics B.V.（Lazy Dynamics公司） ； ASML（ASML公司） 纠错

专题命中 规划决策 ：planning(title,abstract)；agent(abstract)；分类 cs.LG

Comments 18 pages

Agent Fine-tuning through Distillation for Domain-specific LLMs in Microdomains

Yawen Xue, Masaya Tsunokake, Yuta Koreeda, Ekant Muljibhai Amin, Takashi Sumiyoshi, Yasuhiro Sogawa

机构 * Research（研究） ； Development Group Hitachi, Ltd. Tokyo, Japan（开发组 日立株式会社 东京日本） 纠错

专题命中 规划决策 ：agent(title,abstract)；agentic(abstract)；分类 cs.CL

Comments Accepted by AIxB 2025

TAMA: Tool-Augmented Multimodal Agent for Procedural Activity Understanding

Kimihiro Hasegawa, Wiradee Imrattanatrai, Masaki Asada, Ken Fukuda, Teruko Mitamura

机构 * Language Technologies Institute, Carnegie Mellon University（卡内基梅隆大学语言技术研究所） ； National Institute of Advanced Industrial Science and Technology (AIST)（国家先进工业科学与技术研究院） 纠错

专题命中 规划决策 ：agent(title,abstract)；agentic(abstract)；分类 cs.CL

Comments 21 pages. Code: https://github.com/kimihiroh/tama

ReWatch-R1: Boosting Complex Video Reasoning in Large Vision-Language Models through Agentic Data Synthesis

Congzhi Zhang, Zhibin Wang, Yinchao Ma, Jiawei Peng, Yihan Wang, Qiang Zhou, Jun Song, Bo Zheng

机构 * Alibaba Group（阿里巴巴集团） 纠错

专题命中 规划决策 ：agentic(title)；agent(abstract)；multi-agent(abstract)；分类 cs.AI

InfiAgent: Self-Evolving Pyramid Agent Framework for Infinite Scenarios

Chenglin Yu, Yang Yu, Songmiao Wang, Yucheng Wang, Yifan Yang, Jinjia Li, Ming Li, Hongxia Yang

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

专题命中 规划决策 ：agent(title,abstract)；multi-agent(abstract)；分类 cs.AI

Comments 9 pages of main content and 32 pages of others, 2 figures, under review as a conference paper at ICLR 2026

PhysiAgent: An Embodied Agent Framework in Physical World

Zhihao Wang, Jianxiong Li, Jinliang Zheng, Wencong Zhang, Dongxiu Liu, Yinan Zheng, Haoyi Niu, Junzhi Yu, Xianyuan Zhan

机构 * AIR, Tsinghua University（清华大学） ； Peking University（北京大学） ； University of California, Berkeley（加州大学伯克利分校） 纠错

专题命中 规划决策 ：agent(title,abstract)；planning(abstract)；分类 cs.AI

From An LLM Swarm To A PDDL-Empowered HIVE: Planning Self-Executed Instructions In A Multi-Modal Jungle

Kaustubh Vyas, Damien Graux, Yijun Yang, Sébastien Montella, Chenxin Diao, Wendi Zhou, Pavlos Vougiouklis, Ruofei Lai, Yang Ren, Keshuang Li, Jeff Z. Pan

机构 * Huawei Technologies Ltd., UK（华为技术有限公司，英国） ； University of Edinburgh, UK（爱丁堡大学，英国） 纠错

专题命中 规划决策 ：planning(title,abstract)；agent(abstract)；分类 cs.AI

Comments Published as a conference paper at ICLR 2025