AI Agent

Data-Driven EV Charging Load Profile Estimation and Typical EV Daily Load Dataset Generation

Linhan Fang, Jesus Silva-Rodriguez, Xingpeng Li

专题命中 规划决策 ：planning(abstract)

Decoupling Scene Perception and Ego Status: A Multi-Context Fusion Approach for Enhanced Generalization in End-to-End Autonomous Driving

Jiacheng Tang, Mingyue Feng, Jiachao Liu, Yaonong Wang, Jian Pu

专题命中 规划决策 ：planning(abstract)

Comments Accepted to AAAI 2026 (Oral)

Long Duration Inspection of GNSS-Denied Environments with a Tethered UAV-UGV Marsupial System

Simón Martínez-Rozas, David Alejo, José Javier Carpio, Fernando Caballero, Luis Merino

专题命中 规划决策 ：planning(abstract)

Comments 31 pages, 17 figures, 6 tables. Published in Drones. https://doi.org/10.3390/drones9110765

Journal ref Drones 2025, 9(11), 765

Trajectory Optimization for Unknown Maneuvering Target Tracking with Bearing-only Measurements

Yingbo Fu, Ziwen Yang, Liang Xu, Yi Guo, Shanying Zhu, Xinnping Guan

专题命中 规划决策 ：planning(abstract)

Journal ref Fu, Yingbo, et al. "Trajectory optimization for unknown maneuvering target tracking with bearing-only measurements." Ocean Engineering 343 (2026): 123308

Hierarchical LLMs In-the-Loop Optimization for Real-Time Multi-Robot Target Tracking under Unknown Hazards

Yuwei Wu, Yuezhan Tao, Peihan Li, Guangyao Shi, Gaurav S. Sukhatme, Vijay Kumar, Lifeng Zhou

机构 * GRASP Lab, University of Pennsylvania（宾夕法尼亚大学GRASP实验室） ； Department of Electrical and Computer Engineering, Drexel University（德雷塞尔大学电气与计算机工程系） ； Department of Computer Science, University of Southern California（南加州大学计算机科学系） 纠错

专题命中 规划决策 ：planning(abstract)

Tele-LLM-Hub: Building Context-Aware Multi-Agent LLM Systems for Telecom Networks

Pranshav Gajjar, Cong Shen, Vijay K Shah

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；workflow(abstract)；分类 cs.AI

Multi-Agent VLMs Guided Self-Training with PNU Loss for Low-Resource Offensive Content Detection

Han Wang, Deyi Ji, Junyu Lu, Lanyun Zhu, Hailong Zhang, Haiyang Wu, Liqun Liu, Peng Shu, Roy Ka-Wei Lee

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.LG

Comments 8 pages, 4 figures, Fortieth AAAI Conference on Artificial Intelligence (AAAI-26)

Skill-Aligned Fairness in Multi-Agent Learning for Collaboration in Healthcare

Promise Osaine Ekpo, Brian La, Thomas Wiener, Saesha Agarwal, Arshia Agrawal, Gonzalo Gonzalez-Pumariega, Lekan P. Molu, Angelique Taylor

机构 * Cornell Tech（康奈尔科技） ； Microsoft Research（微软研究院） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.LG

GMAT: Grounded Multi-Agent Clinical Description Generation for Text Encoder in Vision-Language MIL for Whole Slide Image Classification

Ngoc Bui Lam Quang, Nam Le Nguyen Binh, Thanh-Huy Nguyen, Le Thien Phuc Nguyen, Quan Nguyen, Ulas Bagci

机构 * AI VIETNAM（AI越南） ； Carnegie Mellon University（卡内基梅隆大学） ； University of Wisconsin-Madison（威斯康星大学麦迪逊分校） ； PTIT ； Northwestern University（西北大学） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments Acccepted in MICCAI Workshop 2025

Towards Automatic Evaluation and Selection of PHI De-identification Models via Multi-Agent Collaboration

Guanchen Wu, Zuhui Chen, Yuzhang Xie, Carl Yang

机构 * Department of Computer Science, Emory University（埃默里大学计算机科学系） ； Department of Statistics, Columbia University（哥伦比亚大学统计系） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments Agents4Science 2025 (Spotlight)

Emergent Cooperative Driving Strategies for Stop-and-Go Wave Mitigation via Multi-Agent Reinforcement Learning

Raphael Korbmacher, Daniel Straub, Antoine Tordeux, Claudia Totzeck

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)

BeautyGuard: Designing a Multi-Agent Roundtable System for Proactive Beauty Tech Compliance through Stakeholder Collaboration

Junwei Li, Wenqing Wang, Huiliu Mao, Jiazhe Ni, Zeyu Xiong

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)

Comments International Conference on Human-Engaged Computing (ICHEC 2025), Singapore

Targeted Algorithmic Purpose-Driven Cyber Attacks in Distributed Multi-Agent Optimization

Mahan FakouriFard, Mingxi Liu

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)

Comments 8 pages, 5 Figures

Who Moved My Distribution? Conformal Prediction for Interactive Multi-Agent Systems

Allen Emmanuel Binny, Anushri Dixit

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title)；planning(abstract)

MoMoE: A Mixture of Expert Agent Model for Financial Sentiment Analysis

Peng Shu, Junhao Chen, Zhengliang Liu, Hanqi Jiang, Yi Pan, Khanh Nhu Nguyen, Zihao Wu, Huaqin Zhao, Yiwei Li, Enze Shi, ShaoChen Xu

专题命中 多智能体 ：agent(title,abstract)；multi-agent(abstract)

Efficient Reinforcement Learning for Zero-Shot Coordination in Evolving Games

Bingyu Hui, Lebin Yu, Quanming Yao, Yunpeng Qu, Xudong Zhang, Jian Wang

机构 * Bingyu Hui, Lebin Yu, Quanming Yao, Yunpeng Qu, Xudong Zhang, Jian Wang（作者） 纠错

专题命中 多智能体 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI、cs.LG

APD-Agents: A Large Language Model-Driven Multi-Agents Collaborative Framework for Automated Page Design

Xinpeng Chen, Xiaofeng Han, Kaihao Zhang, Guochao Ren, Yujie Wang, Wenhao Cao, Yang Zhou, Jianfeng Lu, Zhenbo Song

机构 * School of Computer Science and Engineering, Nanjing University of Science and Technology（南京理工大学计算机科学与工程学院） ； School of Computer Science and Technology, Harbin Institute of Technology（哈尔滨工业大学计算机科学与技术学院） ； Huatai Securities Co., Ltd.（华泰证券有限公司） 纠错

专题命中 多智能体 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI

Governance-Ready Small Language Models for Medical Imaging: Prompting, Abstention, and PACS Integration

Yiting Wang, Ziwei Wang, Di Zhu, Jiachen Zhong, Weiyi Li

机构 * Department of Data Science, University of Southern California（数据科学系，南加州大学） ； Department of Electrical and Computer Engineering, Carnegie Mellon University（电气与计算机工程系，卡内基梅隆大学） ； Department of Computer Science and Engineering, Santa Clara University（计算机科学与工程系，圣克拉拉大学） ； Department of Applied Mathematics, University of Washington（应用数学系，华盛顿大学） ； School of Computer Science, Georgia Institute of Technology（计算机科学学院，佐治亚理工学院） 纠错

专题命中 多智能体 ：workflow(abstract)

Comments Under Review

From Legacy Fortran to Portable Kokkos: An Autonomous Agentic AI Workflow

Sparsh Gupta, Kamalavasan Kamalakkannan, Maxim Moraru, Galen Shipman, Patrick Diehl

机构 * Los Alamos National Laboratory（洛斯阿拉莫斯国家实验室） ； Franklin W. Olin College of Engineering（弗兰克林·W·奥林工程学院） 纠错

专题命中 工作流自动化 ：workflow(title,abstract)；agentic(title,abstract)；autonomous agent(title)；分类 cs.AI、cs.LG、cs.SE

Comments 12 pages, 6 figures, 7 tables

Automated Prediction of Thermodynamic Properties via Bayesian Free-Energy Reconstruction from Molecular Dynamics

Ekaterina Spirande, Timofei Miryashkin, Andrei Kolmakov, Alexander Shapeev

专题命中 工作流自动化 ：planning(abstract)；workflow(abstract)

Comments 48 pages (34 pages main text), 62 figures, 2 tables

Journal ref Computational Condensed Matter 45 (2025) e01163

Error-Driven Scene Editing for 3D Grounding in Large Language Models

Yue Zhang, Zun Wang, Han Lin, Jialu Li, Jianing Yang, Yonatan Bitton, Idan Szpektor, Mohit Bansal

机构 * UNC Chapel Hill（北卡罗来纳大学教堂山分校） ； University of Michigan（密歇根大学） ； Google Research（谷歌研究） 纠错

专题命中 工作流自动化 ：workflow(abstract)；分类 cs.AI、cs.CL

Comments Code: https://github.com/zhangyuejoslin/Deer-3D

Streamlining Industrial Contract Management with Retrieval-Augmented LLMs

Kristi Topollai, Tolga Dimlioglu, Anna Choromanska, Simon Odie, Reginald Hui

机构 * New York University（纽约大学） ； Consolidated Edison Company of New York Inc.（纽约 Consolidated Edison 公司） 纠错

专题命中 工作流自动化 ：workflow(abstract)；分类 cs.CL

Towards Authentic Movie Dubbing with Retrieve-Augmented Director-Actor Interaction Learning

Rui Liu, Yuan Zhao, Zhenqi Jia

机构 * Rui Liu \equalcontrib , Yuan Zhao \equalcontrib , Zhenqi Jia（Rui Liu、Yuan Zhao、Zhenqi Jia） 纠错

专题命中 工作流自动化 ：workflow(abstract)；分类 cs.CL

Comments Accepted by AAAI 2026

Run, Ruminate, and Regulate: A Dual-process Thinking System for Vision-and-Language Navigation

Yu Zhong, Zihao Zhang, Rui Zhang, Lingdong Huang, Haihan Gao, Shuo Wang, Da Li, Ruijian Han, Jiaming Guo, Shaohui Peng, Di Huang, Yunji Chen

专题命中 工作流自动化 ：agent(abstract)；分类 cs.AI

Accelerating first-principles molecular-dynamics thermal conductivity calculations for complex systems

Sandro Wieser, YuJie Cen, Georg K. H. Madsen, Jesús Carrete

专题命中 工作流自动化 ：workflow(abstract)

Generative Priors for MRI Reconstruction Trained from Magnitude-Only Images Using Phase Augmentation

Guanxiong Luo, Xiaoqing Wang, Mortiz Blumenthal, Martin Schilling, Erik Hans Ulrich Rauf, Raviteja Kotikalapudi, Niels Focke, Martin Uecker

机构 * 1 Institute for Diagnostic ； Interventional Radiology, University Medical Center G\"ottingen, Germany 2 Institute of Biomedical Imaging, Graz University of Technology, Graz, Austria 3 Clinic for Neurology, University Medical Center Göttingen, Germany 4 German Centre for Cardiovascular Research (DZHK), partner site Lower Saxony, Germany 5 Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Harvard Medical School 纠错

专题命中 工作流自动化 ：workflow(abstract)

Journal ref Phil. Trans. R. Soc. A 2025;383:20240323

UniDebugger: Hierarchical Multi-Agent Framework for Unified Software Debugging

Cheryl Lee, Chunqiu Steven Xia, Longji Yang, Jen-tse Huang, Zhouruixin Zhu, Lingming Zhang, Michael R. Lyu

专题命中 软件智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.SE

Comments Accepted by EMNLP'25, Main Poster

AgentArmor: Enforcing Program Analysis on Agent Runtime Trace to Defend Against Prompt Injection

Peiran Wang, Yang Liu, Yunfei Lu, Yifeng Cai, Hongbo Chen, Qingyou Yang, Jie Zhang, Jue Hong, Ye Wu

专题命中 软件智能体 ：agent(title,abstract)；分类 cs.AI、cs.CL、cs.LG

GraphCodeAgent: Dual Graph-Guided LLM Agent for Retrieval-Augmented Repo-Level Code Generation

Jia Li, Xianjie Shi, Kechi Zhang, Ge Li, Zhi Jin, Lei Li, Huangzhao Zhang, Jia Li, Fang Liu, Yuwei Zhang, Zhengwei Tao, Yihong Dong, Yuqi Zhu, Chongyang Tao

专题命中 软件智能体 ：agent(title,abstract)；分类 cs.SE

CORGI: Efficient Pattern Matching With Quadratic Guarantees

Daniel Weitekamp

机构 * School of Interactive Computing, Georgia Tech, Atlanta, GA 30332 USA（交互计算学院，佐治亚理工学院，亚特兰大，GA 30332 USA） 纠错

专题命中 软件智能体 ：AI agent(abstract)；planning(abstract)；分类 cs.AI

Journal ref Conference on Advances in Cognitive Systems (2025) 212-225