AI Software Engineering

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Period ending 2026-09-21

33 new papers

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Period ending 2026-09-14

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37 new papers

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  1. Practical Limits of Autonomous Test Repair: A Multi-Agent Case Study with LLM-Driven Discovery and Self-Correction

    May 2, 2026Hyukjoo LeeTest GenerationStress Testing

  2. Using LLMs in Software Design: An Empirical Study of GitHub and A Practitioner Survey

    May 2, 2026Yifei Wang, Ruiyin Li, Peng Liang +5Software EngineeringChatbots

  3. GA-VisAgent: A Multi-Agent application for code generation and visualization in interactive learning

    May 2, 2026Wang Jian, Zhou Jianbo, Xiong Yuhao +4Code GenerationMulti-Agent Systems

  4. FeedbackLLM: Metadata driven Multi-Agentic Language Agnostic Test Case Generator with Evolving prompt and Coverage Feedback

    May 2, 2026Kushal Jasti, Tejamani Prashanth Sahu, Rishitha Pentyala +2Test GenerationLarge Language Models(Llms

  5. The Productivity-Reliability Paradox: Specification-Driven Governance for AI-Augmented Software Development

    May 1, 2026Sabry E. FarragSoftware EngineeringAi-Ran

  6. RECAP: An End-to-End Platform for Capturing, Replaying, and Analyzing AI-Assisted Programming Interactions

    May 1, 2026Keyu He, Qianou Ma, Valerie Chen +2Code Generation

  7. LLM Ghostbusters: Surgical Package Hallucination Suppression via Adaptive Unlearning

    May 1, 2026Joseph Spracklen, Pedram Aghazadeh, Farinaz Koushanfar +1Large Language Model HallucinationLanguage Model Evasion Attacks

  8. Can Coding Agents Reproduce Findings in Computational Materials Science?

    May 1, 2026Ziyang Huang, Yi Cao, Ali K. Shargh +15Coding AgentsReproducibility

  9. Generating Statistical Charts with Validation-Driven LLM Workflows

    May 1, 2026Pavlin G. Poličar, Andraž Pevcin, Blaž ZupanChartReasoning Graphs

  10. BlenderRAG: High-Fidelity 3D Object Generation via Retrieval-Augmented Code Synthesis

    May 1, 2026Massimo Rondelli, Francesco Pivi, Maurizio Gabbrielli3D GenerationCode Generation

  11. Exploring Pass-Rate Reward in Reinforcement Learning for Code Generation

    May 1, 2026Xin-Ye Li, Ren-Biao Liu, Yun-Ji Zhang +3Code GenerationCritic-Free Reinforcement Learning

  12. PPO guided Agentic Pipeline for Adaptive Prompt Selection and Test Case Generation

    May 1, 2026Gourisetty Venkata Sai Koushik, Dama Aditya, Mahankali Harish Sai +3Test GenerationWorkflow Generation

  13. Improving LLM Code Generation via Requirement-Aware Curriculum Reinforcement Learning

    May 1, 2026Shouyu Yin, Zhao Tian, Junjie Chen +1Code GenerationCurriculum Reinforcement Learning

  14. Social Bias in LLM-Generated Code: Benchmark and Mitigation

    May 1, 2026Fazle Rabbi, Lin Ling, Song Wang +1Large Language Model BiasCode Generation

  15. Code World Model Preparedness Report

    May 1, 2026Daniel Song, Peter Ney, Cristina Menghini +21Frontier ModelsCode Generation

  16. To Vibe Research or Not to Vibe Research? Generative AI in Qualitative Research

    Apr 30, 2026Katja Karhu, Kari Smolander, Jussi KasurinenQualitative ResearchGenerative Artificial Intelligence

  17. From Mirage to Grounding: Towards Reliable Multimodal Circuit-to-Verilog Code Generation

    Apr 30, 2026Guang Yang, Xing Hu, Xiang Chen +1VhdlCode Generation

  18. TokenScope: Token-Level Explainability and Interpretability for Code-Oriented Tasks in Large Language Models

    Apr 30, 2026Amirreza Esmaeili, Fatemeh FardCode GenerationToken-Level Uncertainty

  19. HAVEN: Hybrid Automated Verification ENgine for UVM Testbench Synthesis with LLMs

    Apr 30, 2026Chang-Chih Meng, Yu-Ren Lu, Guan-Yu Lin +3Test GenerationLlm-Driven

  20. To Diff or Not to Diff? Structure-Aware and Adaptive Output Formats for Efficient LLM-based Code Editing

    Apr 30, 2026Wei Cheng, Yongchang Cao, Chen Shen +4Code GenerationCodebooks

  21. Learning When to Remember: Risk-Sensitive Contextual Bandits for Abstention-Aware Memory Retrieval in LLM-Based Coding Agents

    Apr 30, 2026Mehmet IscanCoding AgentsLong-Term Conversational Memory

  22. ClassEval-Pro: A Cross-Domain Benchmark for Class-Level Code Generation

    Apr 29, 2026Yeheng Chen, Chaoxiang Xie, Yuling Shi +4Code GenerationObject Classification

  23. SWE-Edit: Rethinking Code Editing for Efficient SWE-Agent

    Apr 28, 2026Yikai Zhang, Jiaxin Pei, Kenan Li +9Swe-Bench VerifiedCoding Agents

  24. How Fast Should a Model Commit to Supervision? Training Reasoning Models on the Tsallis Loss Continuum

    Apr 28, 2026Chu-Cheng Lin, Eugene IeSupervised Fine-TuningLarge Reasoning Models

  25. RESTestBench: A Benchmark for Evaluating the Effectiveness of LLM-Generated REST API Test Cases from NL Requirements

    Apr 28, 2026Leon Kogler, Stefan Hangler, Maximilian Ehrhart +3Test GenerationReproducibility

  26. Agentic Harness Engineering: Observability-Driven Automatic Evolution of Coding-Agent Harnesses

    Apr 28, 2026Jiahang Lin, Shichun Liu, Chengjun Pan +8Agent HarnessCoding Agents

  27. Can Code Evaluation Metrics Detect Code Plagiarism?

    Apr 28, 2026Fahad Ebrahim, Mike JoyCode QualityEvaluation Metrics

  28. Learning Generalizable Multimodal Representations for Software Vulnerability Detection

    Apr 28, 2026Zeming Dong, Yuejun Guo, Qiang Hu +5Vulnerability Detection & RepairCode Quality

  29. Context-Augmented Code Generation: How Product Context Improves AI Coding Agent Decision Compliance by 49%

    Apr 27, 2026Drew Dillon, Kasyap VaranasiCoding AgentsCode Generation

  30. Personalized Worked Example Generation from Student Code Submissions Using Pattern-based Knowledge Components

    Apr 27, 2026Griffin Pitts, Muntasir Hoq, Peter Brusilovsky +4Code GenerationData Generation

  31. FGDM: Reasoning Aware Multi-Agentic Framework for Software Bug Detection using Chain of Thought and Tree of Thought Prompting

    Apr 27, 2026Srita Padmanabhuni, Bhargavi Karuturi, Jerusha Karen Indupalli +2BugCodebases

  32. Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis

    Apr 27, 2026Amal Akli, Mike Papadakis, Maxime Cordy +1Code GenerationValidity

  33. Leveraging LLMs for Multi-File DSL Code Generation: An Industrial Case Study

    Apr 27, 2026Sivajeet Chand, Kevin Nguyen, Peter Kuntz +1Code GenerationDomain-Specific Language

  34. Aligned Multi-View Scripts for Universal Chart-to-Code Generation

    Apr 27, 2026Zhihan Zhang, Lizi LiaoChartCode Generation

  35. A systematic literature Review for Transformer-based Software Vulnerability detection

    Apr 27, 2026Fiza Naseer, Javed Ali Khan, Muhammad Yaqoob +2Vulnerability Detection & RepairSystematic Review

  36. Understanding the Limits of Automated Evaluation for Code Review Bots in Practice

    Apr 27, 2026Veli Karakaya, Utku Boran Torun, Baykal Mehmet Uçar +1Code QualityArtificial Intelligence Reviewers

  37. Learning from Execution: Self-Evolving Memory for Private-Library Code Generation

    Apr 27, 2026Mofei Li, Taozhi Chen, Guowei Yang +1Code GenerationDocumentation

  38. ServImage: An Image Generation and Editing Benchmark from Real-world Commercial Imaging Services

    Apr 27, 2026Fengxian Ji, Jingpu Yang, Zirui Song +5Image GenerationSingle Images

  39. Constraint-Guided Multi-Agent Decompilation for Executable Binary Recovery

    Apr 27, 2026Yifan Zhang, Xiaohan Wang, Yueke Zhang +2DisassemblyBinary

  40. Query2Diagram: Answering Developer Queries with UML Diagrams

    Apr 26, 2026Oleg Baryshnikov, Anton M. Alekseev, Sergey I. NikolenkoDiagramsCode Generation

  41. Benchmarking Testing in Automated Theorem Proving

    Apr 26, 2026Jongyoon Kim, Hojae Han, Seung-won HwangTheoremProof

  42. Do Prompt-Elicited Trajectories Reflect Training-Time Reward Hacking? A Systematic Study on Monitoring Trainig-Time Reward Hacking in Code Generation

    Apr 26, 2026Lichen Li, Hengguang Zhou, Yijun Liang +2HackingCircuit Tracing

  43. An Empirical Evaluation of Locally Deployed LLMs for Bug Detection in Python Code

    Apr 25, 2026Jelena Ilić VulićevićBugCode Generation

  44. Knowledge Lever Risk Management for Software Engineering: A Stochastic Framework for Mitigating Knowledge Loss

    Apr 25, 2026Mark Chua, Samuel AjilaSoftware EngineeringStochastic

  45. Scalable LLM-based Coding of Dialogue in Healthcare Simulation: Balancing Coding Performance, Processing Time, and Environmental Impact

    Apr 25, 2026Kiyoshige Garces, Gloria Milena Fernandez-Nieto, Linxuan Zhao +4Simulated PatientsConversational Benchmarks

  46. AI-Assisted Code Review as a Scaffold for Code Quality and Self-Regulated Learning: An Experience Report

    Apr 25, 2026Eduardo Oliveira, Michael Fu, Patanamon Thongtanunam +2Code QualityArtificial Intelligence Reviewers

  47. RAT: RunAnyThing via Fully Automated Environment Configuration

    Apr 25, 2026Renhong Huang, Dongdong Hua, Yifei Sun +4Coding Agents

  48. Characterizing Paraphrase-Induced Failures in Lean 4 Autoformalization

    Apr 25, 2026William Feng, Ethan Lou, Aryan SharmaAutoformalizationParaphrasing

  49. No Test Cases, No Problem: Distillation-Driven Code Generation for Scientific Workflows

    Apr 25, 2026Siddeshwar Raghavan, Tanwi MallickScientific WorkflowsCode Generation

  50. Code Broker: A Multi-Agent System for Automated Code Quality Assessment

    Apr 25, 2026Samer AttrahCode QualityCoding Agents

  51. FormalScience: Scalable Human-in-the-Loop Autoformalisation of Science with Agentic Code Generation in Lean

    Apr 24, 2026Jordan Meadows, Lan Zhang, Andre FreitasAutoformalizationScientific Discovery

  52. From Natural Language to Verified Code: Toward AI Assisted Problem-to-Code Generation with Dafny-Based Formal Verification

    Apr 24, 2026Md Erfan, Md Kamal Hossain Chowdhury, Ahmed Ryan +1Formal VerificationCode Generation

  53. CharTide: Data-Centric Chart-to-Code Generation via Tri-Perspective Tuning and Inquiry-Driven Evolution

    Apr 24, 2026Xiangxi Zheng, Kuang He, Jiayi Hu +6Code GenerationVision-Language

  54. Ethics Testing: Proactive Identification of Generative AI System Harms

    Apr 23, 2026Shin Hwei Tan, Haibo Wang, Heng LiTest GenerationGenerative Artificial Intelligence

  55. Call-Chain-Aware LLM-Based Test Generation for Java Projects

    Apr 23, 2026Guancheng Wang, Qinghua Xu, Lionel C. Briand +2Test Generation

  56. PrismaDV: Automated Task-Aware Data Unit Test Generation

    Apr 23, 2026Hao Chen, Arnab Phani, Sebastian SchelterTest GenerationTask Synthesis

  57. Agentic AI-assisted coding offers a unique opportunity to instill epistemic grounding during software development

    Apr 23, 2026Magnus Palmblad, Jared M. Ragland, Benjamin A. NeelyCoding AgentsSoftware Engineering

  58. From If-Statements to ML Pipelines: Revisiting Bias in Code-Generation

    Apr 23, 2026Minh Duc Bui, Xenia Heilmann, Mattia Cerrato +2Large Language Model BiasCode Generation

  59. You Don't Need Public Tests to Generate Correct Code

    Apr 23, 2026Kaushitha Silva, Srinath PereraTest GenerationCode Generation

  60. mcdok at SemEval-2026 Task 13: Finetuning LLMs for Detection of Machine-Generated Code

    Apr 23, 2026Adam Skurla, Dominik Macko, Jakub SimkoCode GenerationMachine-Generated Text Detection