AI Software Engineering

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Period ending 2026-09-21

33 new papers

A weekly snapshot of new work published in AI Software Engineering.

Period ending 2026-09-14

28 new papers

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Period ending 2026-09-07

37 new papers

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946 papers

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  1. Compressed Sensing for Capability Localization in Large Language Models

    Feb 11, 2026Anna Bair, Yixuan Even Xu, Mingjie Sun +1Large Language Model CompressionModel Interpretability

  2. SWE-Universe: Scale Real-World Verifiable Environments to Millions

    Feb 2, 2026Mouxiang Chen, Lei Zhang, Yunlong Feng +16Swe-Bench VerifiedCoding Agents

  3. Learning More from Less: Unlocking Internal Representations for Benchmark Compression

    Jan 31, 2026Yueqi Zhang, Jin Hu, Shaoxiong Feng +9Benchmarking Large Language ModelsLarge Language Model Compression

  4. Just Ask: Curious Code Agents Reveal System Prompts in Frontier LLMs

    Jan 29, 2026Xiang Zheng, Yutao Wu, Hanxun Huang +5Language Model Evasion AttacksCoding Agents

  5. HyperNet-Adaptation for Diffusion-Based Test Case Generation

    Jan 21, 2026Oliver Weißl, Vincenzo Riccio, Severin Kacianka +1Generative Adversarial NetworkTest Generation

  6. HardSecBench: Benchmarking the Security Awareness of LLMs for Hardware Code Generation

    Jan 20, 2026Qirui Chen, Jingxian Shuai, Shuangwu Chen +8Hardware Description LanguagesSecurity Analysis

  7. SWE-Tester: Training Open-Source LLMs for Issue Reproduction in Real-World Repositories

    Jan 20, 2026Aditya Bharat Soni, Rajat Ghosh, Vaishnavi Bhargava +2Test GenerationBug

  8. CaveAgent: Transforming LLMs into Stateful Runtime Operators

    Jan 4, 2026Maohao Ran, Zhenglin Wan, Cooper Lin +21Coding AgentsText Generation

  9. VASP Agent: An Agentic Framework for Autonomous First-principles Calculations

    Dec 22, 2025Zeyu Xia, Jinzhe Ma, Congjie Zheng +11First-Principles CalculationCoding Agents

  10. SecureCode: A Production-Grade Multi-Turn Dataset for Training Security-Aware Code Generation Models

    Dec 20, 2025Scott ThorntonVulnerable CodeCode Generation

  11. SpIDER: Spatially Informed Dense Embedding Retrieval for Software Issue Localization

    Dec 18, 2025Shravan Chaudhari, Rahul Thomas Jacob, Jiajun Cao +3CodebasesGraph-Based Retrieval

  12. Can Coding Agents Migrate to Post-Quantum Cryptography?

    Dec 15, 2025Abdulmalik AlquwayfiliPost-Quantum CryptographyCoding Agents

  13. SWE-fficiency: Can Language Models Optimize Real-World Repositories on Real Workloads?

    Nov 8, 2025Jeffrey Jian Ma, Milad Hashemi, Amir Yazdanbakhsh +5Swe-Bench VerifiedCode Optimization

  14. Learning Bug Context for PyTorch-to-JAX Translation with LLMs

    Oct 10, 2025Hung Phan, Son Vu, Tuan Dinh +3Code GenerationPytorch

  15. Breaking the Code: Security Assessment of AI Code Agents Through Systematic Jailbreaking Attacks

    Oct 1, 2025Shoumik Saha, Jifan Chen, Sam Mayers +3Adversarial JailbreaksSecurity Analysis

  16. Domain-Specific Agents for Cherenkov Telescope Array Control Software and Gamma-Ray Data Analysis

    Oct 1, 2025Dmitriy Kostunin, Elisa Jones, Vladimir Sotnikov +3Agentic SystemsScientific Workflows

  17. TENET: One Step Toward Test-Driven Development for Repository-Level Code Generation

    Sep 29, 2025Yiran Hu, Nan Jiang, Shanchao Liang +2Test GenerationRepository-Level Code Understanding

  18. AgentPack: A Dataset of Code Changes, Co-Authored by Agents and Humans

    Sep 26, 2025Yangtian Zi, Zixuan Wu, Aleksander Boruch-Gruszecki +2CommitsCoding Agents

  19. SpecDetect4ML: Detecting Non-Local ML Code Smells with Code Property Graphs

    Sep 24, 2025Brahim Mahmoudi, Naouel Moha, Quentin Stiévenart +1Program AnalysisCode Quality

  20. Benchmarking Web API Integration Code Generation

    Sep 24, 2025Daniel Maninger, Leon Chemnitz, Amir Molzam Sharifloo +2Code GenerationApplication Programming Interfaces

  21. EfficientUICoder: A Bidirectional Token Compression Framework for Efficient MLLM-Based UI Code Generation

    Sep 15, 2025Jingyu Xiao, Zhongyi Zhang, Yuxuan Wan +3Token CompressionCode Generation

  22. Agentic Software Engineering: Foundational Pillars and a Research Roadmap

    Sep 7, 2025Ahmed E. Hassan, Hao Li, Dayi Lin +4Software EngineeringAgent Framework

  23. Red-Teaming Coding Agents from a Tool-Invocation Perspective: An Empirical Security Assessment

    Sep 6, 2025Yuchong Xie, Mingyu Luo, Zesen Liu +7Red-TeamingCoding Agents

  24. A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings

    Aug 27, 2025Jonas Timmann Mjaaland, Markus Fleten Kreutzer, Halvor Tyseng +5Qualitative ResearchOpen-Ended Responses

  25. LinkAnchor: An Autonomous LLM-Based Agent for Issue-to-Commit Link Recovery

    Aug 17, 2025Arshia Akhavan, Alireza Hoseinpour, Abbas Heydarnoori +2CommitsTraceability

  26. Experimental Analysis of Productive Interaction Strategy with ChatGPT: User Study on Function and Project-level Code Generation Tasks

    Aug 6, 2025Sangwon Hyun, Hyunjun Kim, Jinhyuk Jang +2Code GenerationSoftware Engineering

  27. LLM-Driven Collaborative Model for Untangling Commits via Explicit and Implicit Dependency Reasoning

    Jul 22, 2025Bo Hou, Xin Tan, Kai Zheng +3CommitsCollaboration

  28. RedCoder: Automated Multi-Turn Red Teaming for Code LLMs

    Jun 25, 2025Wenjie Jacky Mo, Qin Liu, Xiaofei Wen +5Red-TeamingCode Generation

  29. Code Reasoning for Software Engineering Tasks: A Survey and A Call to Action

    Jun 16, 2025Saurabh Pujar, Ira Ceka, Irene Manotas +3Software EngineeringCode Generation

  30. kAgent: An execution-guided crash resolution agent for the Linux kernel

    Apr 29, 2025Alex Mathai, Chenxi Huang, Suwei Ma +7FuzzingCrashes

  31. HoarePrompt: Structural Reasoning About Program Correctness in Natural Language

    Mar 25, 2025Dimitrios Stamatios Bouras, Yihan Dai, Tairan Wang +2CorrectnessTest Generation

  32. BigO(Bench): Can LLMs Generate Code with Controlled Time and Space Complexity?

    Mar 19, 2025Pierre Chambon, Baptiste Roziere, Benoit Sagot +1Code GenerationBenchmarking Large Language Models

  33. Ensemble Learning for Large Language Models in Text and Code Generation: A Survey

    Mar 13, 2025Mari Ashiga, Wei Jie, Fan Wu +5Code GenerationEnsemble

  34. Evaluating LLM-Based Regression Test Generation

    Jan 19, 2025Jing Liu, Seongmin Lee, Eleonora Losiouk +1Test GenerationCommits

  35. Code Benchmarks Should Prioritize Rigor, Reliability, and Reproducibility

    Jan 18, 2025Jialun Cao, Yuk-Kit Chan, Zixuan Ling +12Code QualityBenchmarking Large Language Models

  36. Leveraging Metamemory Agent for Enhanced Data-Free Code Generation in Large Language Models

    Jan 14, 2025Shengsheng Zhou, Shuai Wang, Liang Ding +5Code GenerationFactual Recall

  37. LDC: Learning to Generate Research Idea with Dynamic Control

    Dec 19, 2024Ruochen Li, Liqiang Jing, Chi Han +2IdeasAutoresearch

  38. Perspective of Software Engineering Researchers on Machine Learning Practices Regarding Research, Review, and Education

    Nov 28, 2024Anamaria Mojica-Hanke, David Nader Palacio, Denys Poshyvanyk +2Software EngineeringMachine Learning

  39. Toward Secure Code Generation: Bridging Correctness and Security via Task-Adaptive Vulnerability Modeling and Execution-Based Benchmarking

    Jul 2, 2024Jiexin Wang, Liuwen Cao, Xitong Luo +6Code GenerationLarge Language Model Safety

  40. Grammar-Aligned Decoding

    May 31, 2024Kanghee Park, Jiayu Wang, Taylor Berg-Kirkpatrick +2Large Language Model GenerationCode Generation

  41. Propheticus: Machine Learning Framework for the Development of Predictive Models for Reliable and Secure Software

    Sep 6, 2018João R. Campos, Marco Vieira, Ernesto CostaSoftwareEarly Failure Prediction

  42. SpecBench: Measuring Reward Hacking in Long-Horizon Coding Agents

    Date pendingBingchen Zhao, Dhruv Srikanth, Yuxiang Wu +1Coding AgentsSoftware Engineering

  43. Distilled Continuous Diffusion Language Models Can Write Code in Few Steps---or One

    Date pendingFred Zhangzhi Peng, Kaiwen Zheng, Anru R. ZhangCode GenerationDiffusion Language Models

  44. Builder, Defender, Breaker: Measurable Independence and Bounded Autonomy When Generative Models Build, Defend and Test Software

    Date pendingMohamed Chahine GhanemArtificial Intelligence SafetySecurity

  45. The Agent Incident Registry: Toward Preventing Repeated AI Agent Failures

    Date pendingDivyanshu Kumar, Rohith HN, Nitin Aravind Birur +2Incident ResponseArtificial Intelligence Safety

  46. GitSkills: A Dataset of Agent Skills on GitHub

    Date pendingGiuseppe Destefanis, Daniel Graziotin, Matteo Vaccargiu +1Repository