AI Agent

OrcaLoca: An LLM Agent Framework for Software Issue Localization

Zhongming Yu, Hejia Zhang, Yujie Zhao, Hanxian Huang, Matrix Yao, Ke Ding, Jishen Zhao

机构 * University of California, San Diego, USA（加州大学圣迭戈分校） ； Intel Corporation（英特尔公司） 纠错

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

GA4GC: Greener Agent for Greener Code via Multi-Objective Configuration Optimization

Jingzhi Gong, Yixin Bian, Luis de la Cal, Giovanni Pinna, Anisha Uteem, David Williams, Mar Zamorano, Karine Even-Mendoza, W. B. Langdon, Hector Menendez, Federica Sarro

机构 * University of Leeds（利兹大学） ； TurinTech AI（都灵科技AI） ； Harbin Normal University（哈尔滨师范大学） ； Universidad Politécnica de Madrid（马德里理工大学） ； University of Trieste（特里este大学） ； King’s College London（伦敦国王学院） ； University College London（伦敦大学学院） 纠错

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

Comments Accepted by SSBSE'25 Challenge Track

RANGER -- Repository-Level Agent for Graph-Enhanced Retrieval

Pratik Shah, Rajat Ghosh, Aryan Singhal, Debojyoti Dutta

机构 * Georgia Institute of Technology（佐治亚理工学院） ； Nutanix（Nutanix公司） 纠错

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

Comments 24 pages, 4 figures

Devstral: Fine-tuning Language Models for Coding Agent Applications

Abhinav Rastogi, Adam Yang, Albert Q. Jiang, Alexander H. Liu, Alexandre Sablayrolles, Amélie Héliou, Amélie Martin, Anmol Agarwal, Andy Ehrenberg, Andy Lo, Antoine Roux, Arthur Darcet, Arthur Mensch, Baptiste Bout, Baptiste Rozière, Baudouin De Monicault, Chris Bamford, Christian Wallenwein, Christophe Renaudin, Clémence Lanfranchi, Clément Denoix, Corentin Barreau, Darius Dabert Devon Mizelle, Diego de las Casas, Elliot Chane-Sane, Emilien Fugier, Emma Bou Hanna, Gabrielle Berrada, Gauthier Delerce, Gauthier Guinet, Georgii Novikov, Graham Neubig, Guillaume Lample, Guillaume Martin, Himanshu Jaju, Jan Ludziejewski, Jason Rute, Jean-Malo Delignon, JeanHadrien Chabran, Joachim Studnia, Joep Barmentlo, Jonas Amar, Josselin Somerville Roberts, Julien Denize, Karan Saxena, Karmesh Yadav, Kartik Khandelwal, Khyathi Raghavi Chandu, Kush Jain, Lélio Renard Lavaud, Léonard Blier, Lingxiao Zhao, Louis Martin, Lucile Saulnier, Luyu Gao, Marie Pellat, Mathilde Guillaumin, Mathis Felardos, Matthieu Dinot, Maxime Darrin, Maximilian Augustin, Mickaël Seznec, Neha Gupta, Nikhil Raghuraman, Olivier Duchenne, Patricia Wang, Patrick von Platen, Patryk Saffer, Paul Jacob, Paul Wambergue, Paula Kurylowicz, Philomène Chagniot, Pierre Stock, Pravesh Agrawal, Rémi Delacourt, Roman Soletskyi, Romain Sauvestre, Sagar Vaze, Sanchit Gandhi, Sandeep Subramanian, Shashwat Dalal, Siddharth Gandhi, Soham Ghosh, Srijan Mishra, Sumukh Aithal, Szymon Antoniak, Teven Le Scao, Thibaut Lavril, Thibault Schueller, Thomas Foubert, Thomas Robert, Thomas Wang, Timothée Lacroix, Tom Bewley, Valeriia Nemychnikova, Victor Paltz, Virgile Richard, Wen-Ding Li, William Marshall, Xingyao Wang, Xuanyu Zhang, Yihan Wan, Yunhao Tang

机构 * Mistral AI 纠错

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

Agentic Specification Generator for Move Programs

Yu-Fu Fu, Meng Xu, Taesoo Kim

机构 * Georgia Institute of Technology（佐治亚理工学院） ； University of Waterloo（滑铁卢大学） 纠错

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

Comments 18 pages; Extended version of ASE'25 paper with extra appendices

Towards Human-like Multimodal Conversational Agent by Generating Engaging Speech

Taesoo Kim, Yongsik Jo, Hyunmin Song, Taehwan Kim

机构 * Artificial Intelligence Graduate School（人工智能研究生院） 纠错

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

Comments Published in Interspeech 2025

EgoAgent: A Joint Predictive Agent Model in Egocentric Worlds

Lu Chen, Yizhou Wang, Shixiang Tang, Qianhong Ma, Tong He, Wanli Ouyang, Xiaowei Zhou, Hujun Bao, Sida Peng

机构 * State Key Lab of CAD&CG, Zhejiang University（浙江大学CAD与CG国家重点实验室） ； The Chinese University of Hong Kong（香港中文大学） ； Shanghai Jiao Tong University（上海交通大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） 纠错

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

Comments Project Page: https://egoagent.github.io | Demo Video: https://youtu.be/qhfHp_sfDvY

LeakAgent: RL-based Red-teaming Agent for LLM Privacy Leakage

Yuzhou Nie, Zhun Wang, Ye Yu, Xian Wu, Xuandong Zhao, Wenbo Guo, Dawn Song

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

Comments Accepted by COLM 2025

Trae Agent: An LLM-based Agent for Software Engineering with Test-time Scaling

Trae Research Team, Pengfei Gao, Zhao Tian, Xiangxin Meng, Xinchen Wang, Ruida Hu, Yuanan Xiao, Yizhou Liu, Zhao Zhang, Junjie Chen, Cuiyun Gao, Yun Lin, Yingfei Xiong, Chao Peng, Xia Liu

机构 * Trae Research（Trae研究） 纠错

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

Comments Pengfei Gao and Zhao Tian contributed equally to this technical report

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems

Qian Xiong, Yuekai Huang, Ziyou Jiang, Zhiyuan Chang, Yujia Zheng, Tianhao Li, Mingyang Li

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

LMR-BENCH: Evaluating LLM Agent's Ability on Reproducing Language Modeling Research

Shuo Yan, Ruochen Li, Ziming Luo, Zimu Wang, Daoyang Li, Liqiang Jing, Kaiyu He, Peilin Wu, George Michalopoulos, Yue Zhang, Ziyang Zhang, Mian Zhang, Zhiyu Chen, Xinya Du

机构 * University of Texas at Dallas（德克萨斯大学达拉斯分校） 纠错

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

AlphaEvolve: A coding agent for scientific and algorithmic discovery

Alexander Novikov, Ngân Vũ, Marvin Eisenberger, Emilien Dupont, Po-Sen Huang, Adam Zsolt Wagner, Sergey Shirobokov, Borislav Kozlovskii, Francisco J. R. Ruiz, Abbas Mehrabian, M. Pawan Kumar, Abigail See, Swarat Chaudhuri, George Holland, Alex Davies, Sebastian Nowozin, Pushmeet Kohli, Matej Balog

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

AgentAlign: Navigating Safety Alignment in the Shift from Informative to Agentic Large Language Models

Jinchuan Zhang, Lu Yin, Yan Zhou, Songlin Hu

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

Comments Submitted to ACL 2025

AgentForge: A Flexible Low-Code Platform for Reinforcement Learning Agent Design

Francisco Erivaldo Fernandes Junior, Antti Oulasvirta

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

Comments This paper has been accepted at the 17th International Conference on Agents and Artificial Intelligence (ICAART 2025)

DARS: Dynamic Action Re-Sampling to Enhance Coding Agent Performance by Adaptive Tree Traversal

Vaibhav Aggarwal, Ojasv Kamal, Abhinav Japesh, Zhijing Jin, Bernhard Schölkopf

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

Agentic Bug Reproduction for Effective Automated Program Repair at Google

Runxiang Cheng, Michele Tufano, Jürgen Cito, José Cambronero, Pat Rondon, Renyao Wei, Aaron Sun, Satish Chandra

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

Every Software as an Agent: Blueprint and Case Study

Mengwei Xu

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

MRJ-Agent: An Effective Jailbreak Agent for Multi-Round Dialogue

Fengxiang Wang, Ranjie Duan, Peng Xiao, Xiaojun Jia, Shiji Zhao, Cheng Wei, YueFeng Chen, Chongwen Wang, Jialing Tao, Hang Su, Jun Zhu, Hui Xue

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

A Behavior Tree-inspired programming language for autonomous agents

Oliver Biggar, Iman Shames

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

AEGIS: An Agent-based Framework for General Bug Reproduction from Issue Descriptions

Xinchen Wang, Pengfei Gao, Xiangxin Meng, Chao Peng, Ruida Hu, Yun Lin, Cuiyun Gao

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

A Multi-Task Role-Playing Agent Capable of Imitating Character Linguistic Styles

Siyuan Chen, Qingyi Si, Chenxu Yang, Yunzhi Liang, Zheng Lin, Huan Liu, Weiping Wang

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

An Autonomous GIS Agent Framework for Geospatial Data Retrieval

Huan Ning, Zhenlong Li, Temitope Akinboyewa, M. Naser Lessani

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

PyBench: Evaluating LLM Agent on various real-world coding tasks

Yaolun Zhang, Yinxu Pan, Yudong Wang, Jie Cai

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

Comments 16 pages

AutoGRAMS: Autonomous Graphical Agent Modeling Software

Ben Krause, Lucia Chen, Emmanuel Kahembwe

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

MASAI: Modular Architecture for Software-engineering AI Agents

Daman Arora, Atharv Sonwane, Nalin Wadhwa, Abhav Mehrotra, Saiteja Utpala, Ramakrishna Bairi, Aditya Kanade, Nagarajan Natarajan

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

An Autonomous Non-monolithic Agent with Multi-mode Exploration based on Options Framework

JaeYoon Kim, Junyu Xuan, Christy Liang, Farookh Hussain

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

Comments IEEE IJCNN 2023

Dynamic Neural Control Flow Execution: An Agent-Based Deep Equilibrium Approach for Binary Vulnerability Detection

Litao Li, Steven H. H. Ding, Andrew Walenstein, Philippe Charland, Benjamin C. M. Fung

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

Voyager: An Open-Ended Embodied Agent with Large Language Models

Guanzhi Wang, Yuqi Xie, Yunfan Jiang, Ajay Mandlekar, Chaowei Xiao, Yuke Zhu, Linxi Fan, Anima Anandkumar

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

Comments Project website and open-source codebase: https://voyager.minedojo.org/

Configurable Agent With Reward As Input: A Play-Style Continuum Generation

Pierre Le Pelletier de Woillemont, Rémi Labory, Vincent Corruble

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

Comments 2021 IEEE Conference on Games (CoG), 2021

Journal ref 2021 IEEE Conference on Games (CoG), 2021, pp. 1-8

Adversary agent reinforcement learning for pursuit-evasion

X. Huang

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

Comments 17 pages, 14 figures