AI Agent

Times2D: Multi-Period Decomposition and Derivative Mapping for General Time Series Forecasting

Reza Nematirad, Anil Pahwa, Balasubramaniam Natarajan

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

Comments Accepted at the AAAI 2025 Conference on Artificial Intelligence

Online Reinforcement Learning in Non-Stationary Context-Driven Environments

Pouya Hamadanian, Arash Nasr-Esfahany, Malte Schwarzkopf, Siddartha Sen, Mohammad Alizadeh

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

Comments ICLR '25 Spotlight

Alibaba LingmaAgent: Improving Automated Issue Resolution via Comprehensive Repository Exploration

Yingwei Ma, Qingping Yang, Rongyu Cao, Binhua Li, Fei Huang, Yongbin Li

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

GREEN-CODE: Learning to Optimize Energy Efficiency in LLM-based Code Generation

Shashikant Ilager, Lukas Florian Briem, Ivona Brandic

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

Comments Under submission in ACM/IEEE conference, 11 pages

Neural Interactive Proofs

Lewis Hammond, Sam Adam-Day

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

Comments ICLR'25 camera-ready version; 51 pages, 17 figures

Capturing Semantic Flow of ML-based Systems

Shin Yoo, Robert Feldt, Somin Kim, Naryeong Kim

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

MarS: a Financial Market Simulation Engine Powered by Generative Foundation Model

Junjie Li, Yang Liu, Weiqing Liu, Shikai Fang, Lewen Wang, Chang Xu, Jiang Bian

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

Comments 35 pages, 26 figures, ICLR 2025

Automated Benchmark Generation for Repository-Level Coding Tasks

Konstantinos Vergopoulos, Mark Niklas Müller, Martin Vechev

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

Comments Accepted at DL4C@ICLR'25 and FMWild@ICLR'25

IndicEval-XL: Bridging Linguistic Diversity in Code Generation Across Indic Languages

Ujjwal Singh, Aditi Sharma, Nikhil Gupta, Deepakshi, Vivek Kumar Jha

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

AIDE: AI-Driven Exploration in the Space of Code

Zhengyao Jiang, Dominik Schmidt, Dhruv Srikanth, Dixing Xu, Ian Kaplan, Deniss Jacenko, Yuxiang Wu

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

Causal Information Prioritization for Efficient Reinforcement Learning

Hongye Cao, Fan Feng, Tianpei Yang, Jing Huo, Yang Gao

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

Benchmarking Prompt Engineering Techniques for Secure Code Generation with GPT Models

Marc Bruni, Fabio Gabrielli, Mohammad Ghafari, Martin Kropp

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

Comments Accepted at the 2025 IEEE/ACM Second International Conference on AI Foundation Models and Software Engineering (Forge 2025). 10 pages, 7 figures, 5 tables

VideoAgent: Self-Improving Video Generation

Achint Soni, Sreyas Venkataraman, Abhranil Chandra, Sebastian Fischmeister, Percy Liang, Bo Dai, Sherry Yang

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

CoDocBench: A Dataset for Code-Documentation Alignment in Software Maintenance

Kunal Pai, Premkumar Devanbu, Toufique Ahmed

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

Comments Accepted at the 2025 IEEE/ACM 22nd International Conference on Mining Software Repositories (MSR) - Data and Tool Showcase Track

Enhancing LLM Agents for Code Generation with Possibility and Pass-rate Prioritized Experience Replay

Yuyang Chen, Kaiyan Zhao, Yiming Wang, Ming Yang, Jian Zhang, Xiaoguang Niu

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

The Potential of LLMs in Automating Software Testing: From Generation to Reporting

Betim Sherifi, Khaled Slhoub, Fitzroy Nembhard

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

Comments 6 pages, 3 figures, 1 table

An Exploratory Study of ML Sketches and Visual Code Assistants

Luís F. Gomes, Vincent J. Hellendoorn, Jonathan Aldrich, Rui Abreu

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

Journal ref Proceedings of the 2025 IEEE/ACM 47th International Conference on Software Engineering (ICSE)

GaussianAD: Gaussian-Centric End-to-End Autonomous Driving

Wenzhao Zheng, Junjie Wu, Yao Zheng, Sicheng Zuo, Zixun Xie, Longchao Yang, Yong Pan, Zhihui Hao, Peng Jia, Xianpeng Lang, Shanghang Zhang

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

Comments Code is available at: https://github.com/wzzheng/GaussianAD

Doe-1: Closed-Loop Autonomous Driving with Large World Model

Wenzhao Zheng, Zetian Xia, Yuanhui Huang, Sicheng Zuo, Jie Zhou, Jiwen Lu

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

Comments Code is available at: https://github.com/wzzheng/Doe

SpecRover: Code Intent Extraction via LLMs

Haifeng Ruan, Yuntong Zhang, Abhik Roychoudhury

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

Comments Haifeng Ruan and Yuntong Zhang contributed equally to this work. To appear in ICSE 2025

A Prompt Learning Framework for Source Code Summarization

Tingting Xu, Yun Miao, Chunrong Fang, Hanwei Qian, Xia Feng, Zhenpeng Chen, Chong Wang, Jian Zhang, Weisong Sun, Zhenyu Chen, Yang Liu

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

Comments Under review

Commit0: Library Generation from Scratch

Wenting Zhao, Nan Jiang, Celine Lee, Justin T Chiu, Claire Cardie, Matthias Gallé, Alexander M Rush

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

Using a Feedback Loop for LLM-based Infrastructure as Code Generation

Mayur Amarnath Palavalli, Mark Santolucito

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

Comments 4 pages, submitted to accepted by International Journal of Secondary Computing and Applications Research

Probing the Capacity of Language Model Agents to Operationalize Disparate Experiential Context Despite Distraction

Sonny George, Chris Sypherd, Dylan Cashman

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

Journal ref Findings Assoc. Comput. Linguistics: EMNLP 2024 15447-15459 (2024)

Getting By Goal Misgeneralization With a Little Help From a Mentor

Tu Trinh, Mohamad H. Danesh, Nguyen X. Khanh, Benjamin Plaut

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

Comments SATA Workshop @ NeurIPS 2024 (Towards Safe and Trustworthy Agents)

A2PO: Towards Effective Offline Reinforcement Learning from an Advantage-aware Perspective

Yunpeng Qing, Shunyu liu, Jingyuan Cong, Kaixuan Chen, Yihe Zhou, Mingli Song

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

Divide-and-Conquer Meets Consensus: Unleashing the Power of Functions in Code Generation

Jingchang Chen, Hongxuan Tang, Zheng Chu, Qianglong Chen, Zekun Wang, Ming Liu, Bing Qin

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

Comments NeurIPS 2024 oral

Trace is the Next AutoDiff: Generative Optimization with Rich Feedback, Execution Traces, and LLMs

Ching-An Cheng, Allen Nie, Adith Swaminathan

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

Human-Readable Programs as Actors of Reinforcement Learning Agents Using Critic-Moderated Evolution

Senne Deproost, Denis Steckelmacher, Ann Nowé

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

Comments Accepted in BNAIC/BeNeLearn 2024 conference proceedings

CodeCloak: A Method for Evaluating and Mitigating Code Leakage by LLM Code Assistants

Amit Finkman Noah, Avishag Shapira, Eden Bar Kochva, Inbar Maimon, Dudu Mimran, Yuval Elovici, Asaf Shabtai

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