代码大模型 / AI 编程

Understanding the Characteristics of LLM-Generated Property-Based Tests in Exploring Edge Cases

Hidetake Tanaka, Haruto Tanaka, Kazumasa Shimari, Kenichi Matsumoto

专题命中 测试生成 ：code generation(abstract)；分类 cs.SE

Comments Accepted for publication in 2nd IEEE/ACM international conference on AI-powered Software (AIware 2025) : 8 pages, 1 table, 8 figures

ATGen: Adversarial Reinforcement Learning for Test Case Generation

Qingyao Li, Xinyi Dai, Weiwen Liu, Xiangyang Li, Yasheng Wang, Ruiming Tang, Yong Yu, Weinan Zhang

专题命中 测试生成 ：code generation(abstract)；分类 cs.SE

RepoSummary: Feature-Oriented Summarization and Documentation Generation for Code Repositories

Yifeng Zhu, Xianlin Zhao, Xutian Li, Yanzhen Zou, Haizhuo Yuan, Yue Wang, Bing Xie

专题命中 测试生成 ：repository(abstract)；分类 cs.SE

Continuously Augmented Discrete Diffusion model for Categorical Generative Modeling

Huangjie Zheng, Shansan Gong, Ruixiang Zhang, Tianrong Chen, Jiatao Gu, Mingyuan Zhou, Navdeep Jaitly, Yizhe Zhang

机构 * Apple（苹果公司） 纠错

专题命中 测试生成 ：code model(abstract)；分类 cs.LG

Causes and Effects of Fitness Landscapes in System Test Generation: A Replication Study

Omur Sahin, Man Zhang, Andrea Arcuri

专题命中 测试生成 ：unit test generation(abstract)；分类 cs.SE

Detecção de Conflitos Semânticos com Testes Gerados por LLM

Nathalia Barbosa, Paulo Borba, Léuson Da Silva

专题命中 测试生成 ：unit test generation(abstract)；分类 cs.SE

Comments Comments: 11 pages, in Portuguese language. 3 figures. Submitted to SAST 2025 (X Simpósio Brasileiro de Teste de Software Sistemático e Automatizado). in Portuguese language

TOGLL: Correct and Strong Test Oracle Generation with LLMs

Soneya Binta Hossain, Matthew Dwyer

专题命中 测试生成 ：code generation(abstract)；分类 cs.SE

Journal ref 2025 IEEE/ACM 47th International Conference on Software Engineering (ICSE), 2025, 1475-1487

Key-Augmented Neural Triggers for Knowledge Sharing

Alex Wolf, Marco Edoardo Palma, Pooja Rani, Harald C. Gall

专题命中 测试生成 ：repository(abstract)；分类 cs.SE

Large Language Models for Unit Testing: A Systematic Literature Review

Quanjun Zhang, Chunrong Fang, Siqi Gu, Ye Shang, Zhenyu Chen, Liang Xiao

专题命中 测试生成 ：repository(abstract)；分类 cs.SE

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs

Aditi, Hyunwoo Park, Sicheol Sung, Yo-Sub Han, Sang-Ki Ko

机构 * University of Seoul, South Korea（首尔大学，韩国） ； Yonsei University, South Korea（延世大学，韩国） 纠错

专题命中 测试生成 ：repository(abstract)；分类 cs.CL

Why Do More Experts Fail? A Theoretical Analysis of Model Merging

Zijing Wang, Xingle Xu, Yongkang Liu, Yiqun Zhang, Peiqin Lin, Shi Feng, Xiaocui Yang, Daling Wang, Hinrich Schütze

机构 * Northeastern University, China（东北大学，中国） ； CIS, LMU Munich（慕尼黑大学计算机学院；德国麦克斯·普朗克研究所） ； MCML, Germany 纠错

专题命中 测试生成 ：repository(abstract)；分类 cs.LG

From Past to Present: A Survey of Malicious URL Detection Techniques, Datasets and Code Repositories

Ye Tian, Yanqiu Yu, Jianguo Sun, Yanbin Wang

机构 * Hangzhou Institute of Technology,Xidian University,Hangzhou,310000,Zhejiang,China（杭州科技学院，西安电子科技大学，杭州，310000，浙江，中国） 纠错

专题命中 测试生成 ：repository(abstract)；分类 cs.LG

Comments This manuscript is currently under review at Computer Science Review

HardTests: Synthesizing High-Quality Test Cases for LLM Coding

Zhongmou He, Yee Man Choi, Kexun Zhang, Jiabao Ji, Junting Zhou, Dejia Xu, Ivan Bercovich, Aidan Zhang, Lei Li

专题命中 测试生成 ：code generation(abstract)；分类 cs.CL

AFLNet Five Years Later: On Coverage-Guided Protocol Fuzzing

Ruijie Meng, Van-Thuan Pham, Marcel Böhme, Abhik Roychoudhury

专题命中 测试生成 ：repository(abstract)；分类 cs.SE

Comments 14 pages, 3 tables, 7 figures

AGBD: A Global-scale Biomass Dataset

Ghjulia Sialelli, Torben Peters, Jan D. Wegner, Konrad Schindler

专题命中 测试生成 ：repository(abstract)；分类 cs.LG

TestART: Improving LLM-based Unit Testing via Co-evolution of Automated Generation and Repair Iteration

Siqi Gu, Quanjun Zhang, Kecheng Li, Chunrong Fang, Fangyuan Tian, Liuchuan Zhu, Jianyi Zhou, Zhenyu Chen

专题命中 测试生成 ：unit test generation(abstract)；分类 cs.SE

TestForge: Feedback-Driven, Agentic Test Suite Generation

Kush Jain, Claire Le Goues

专题命中 测试生成 ：unit test generation(abstract)；分类 cs.SE

Vulnerability-Triggering Test Case Generation from Third-Party Libraries

Yi Gao, Xing Hu, Zirui Chen, Xiaohu Yang

专题命中 测试生成 ：unit test generation(abstract)；分类 cs.SE

Comments Published in 2nd Conference on AI Foundation Models and Software Engineering (FORGE 2025)

Fortran2CPP: Automating Fortran-to-C++ Translation using LLMs via Multi-Turn Dialogue and Dual-Agent Integration

Le Chen, Bin Lei, Dunzhi Zhou, Pei-Hung Lin, Chunhua Liao, Caiwen Ding, Ali Jannesari

专题命中 测试生成 ：repository(abstract)；分类 cs.LG

The Seeds of the FUTURE Sprout from History: Fuzzing for Unveiling Vulnerabilities in Prospective Deep-Learning Libraries

Zhiyuan Li, Jingzheng Wu, Xiang Ling, Tianyue Luo, Zhiqing Rui, Yanjun Wu

专题命中 测试生成 ：code generation(abstract)；分类 cs.SE

Comments This paper has been accepted by 47th International Conference on Software Engineering (ICSE 2025)

On Rank Aggregating Test Prioritizations

Shouvick Mondal, Tse-Hsun Chen

专题命中 测试生成 ：repository(abstract)；分类 cs.SE

Comments 23 pages, 13 figures, technical report

Fix the Tests: Augmenting LLMs to Repair Test Cases with Static Collector and Neural Reranker

Jun Liu, Jiwei Yan, Yuanyuan Xie, Jun Yan, Jian Zhang

专题命中 测试生成 ：repository(abstract)；分类 cs.SE

Comments to be published in ISSRE 2024

A general framework for multi-step ahead adaptive conformal heteroscedastic time series forecasting

Martim Sousa, Ana Maria Tomé, José Moreira

专题命中 测试生成 ：repository(abstract)；分类 cs.LG

Comments 34 pages, 8 figures

Chat-like Asserts Prediction with the Support of Large Language Model

Han Wang, Han Hu, Chunyang Chen, Burak Turhan

专题命中 测试生成 ：unit test generation(abstract)；分类 cs.SE

A Survey on Large Language Models for Recommendation

Likang Wu, Zhi Zheng, Zhaopeng Qiu, Hao Wang, Hongchao Gu, Tingjia Shen, Chuan Qin, Chen Zhu, Hengshu Zhu, Qi Liu, Hui Xiong, Enhong Chen

专题命中 测试生成 ：repository(abstract)；分类 cs.AI

Comments 34 pages, 7 figures, 2 tables

Towards Automatic Translation of Machine Learning Visual Insights to Analytical Assertions

Arumoy Shome, Luis Cruz, Arie van Deursen

专题命中 测试生成 ：code model(abstract)；分类 cs.SE

TestSpark: IntelliJ IDEA's Ultimate Test Generation Companion

Arkadii Sapozhnikov, Mitchell Olsthoorn, Annibale Panichella, Vladimir Kovalenko, Pouria Derakhshanfar

专题命中 测试生成 ：unit test generation(abstract)；分类 cs.SE

SciCat: A Curated Dataset of Scientific Software Repositories

Addi Malviya-Thakur, Reed Milewicz, Lavinia Paganini, Ahmed Samir Imam Mahmoud, Audris Mockus

专题命中 测试生成 ：repository(abstract)；分类 cs.SE

Automatic Generation of Test Cases based on Bug Reports: a Feasibility Study with Large Language Models

Laura Plein, Wendkûuni C. Ouédraogo, Jacques Klein, Tegawendé F. Bissyandé

专题命中 测试生成 ：program repair(abstract)；分类 cs.SE

Test Code Refactoring Unveiled: Where and How Does It Affect Test Code Quality and Effectiveness?

Luana Martins, Valeria Pontillo, Heitor Costa, Filomena Ferrucci, Fabio Palomba, Ivan Machado

专题命中 测试生成 ：repository(abstract)；分类 cs.SE

Comments 9 pages, 39th IEEE International Conference on Software Maintenance and Evolution (ICSME) - Registered Report