Automated Test Generation

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7 papers in the last four weeks, up 133% on the four weeks before. 0.1% of all new papers.

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  1. Traffic Scenario Orchestration from Language via Constraint Satisfaction

    May 7, 2026Frieda Rong, Chris Zhang, Kelvin Wong +1Autonomous Driving SimulationAutomated Test Generation

    University of Toronto · 2Waabi

  2. FunFuzz: An LLM-Powered Evolutionary Fuzzing Framework

    May 4, 2026Mario Rodríguez Béjar, B. Romera-Paredes, Jose L. Hernández-RamosEvolutionary OptimizationSoftware Vulnerability Detection

    Universidad de Murcia Murcia, Spain · Hiverge London, England

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

    May 2, 2026Hyukjoo LeeAutomated Software TestingSoftware Engineering Agents

    Independent Researcher Republic of Korea

  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 +2Multi-Agent LLM SystemsAutomated Software Testing

    Department of Computer Science and Engineering, SRM University AP, India

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

    May 1, 2026Gourisetty Venkata Sai Koushik, Dama Aditya, Mahankali Harish Sai +3Automated Software TestingLLM-Guided RL

    Department of Computer Science and Engineering, SRM University AP

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

    Apr 30, 2026Chang-Chih Meng, Yu-Ren Lu, Guan-Yu Lin +3Electronic Design AutomationLLM-Based Program Synthesis

    National Yang Ming Chiao Tung University, Hsinchu, Taiwan

  7. 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 +3Automated Software TestingBenchmark Design

    CASABLANCA hotelsoftware GmbH Schönwies, Austria · University of Innsbruck Innsbruck, Austria · Technical University of Munich Munich, Germany +1

  8. Where Did It Go Wrong? Capability-Oriented Failure Attribution for Vision-and-Language Navigation Agents

    Apr 28, 2026Jianming Chen, Yawen Wang, Junjie Wang +4Agent Failure AnalysisAI Agent Evaluation

    Institute of Software, Chinese Academy of Sciences, Beijing, China · Science & Technology on Integrated Information System Laboratory, Beijing, China · State Key Laboratory of Complex System Modeling and Simulation Technology, Beijing, China +2

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

    Apr 23, 2026Shin Hwei Tan, Haibo Wang, Heng LiAI Safety EvaluationAutomated Test Generation

    Concordia University, Montreal, Canada · Polytechnique Montreal, Montreal, Canada

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

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

    Research Ireland Lero Centre for Software and University of Limerick, Limerick, Ireland · University of Ottawa, Ottawa, Canada · The State Key Laboratory of Blockchain and Data Security, Zhejiang University, Hangzhou, China +1

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

    Apr 23, 2026Hao Chen, Arnab Phani, Sebastian SchelterAutomatic Prompt OptimizationAutomated Test Generation

    BIFOLD & TU Berlin

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

    Apr 23, 2026Kaushitha Silva, Srinath PereraExecution-Guided Code GenerationCode Generation

    WSO2 Santa Clara, CA, USA

  13. From Particles to Perils: SVGD-Based Hazardous Scenario Generation for Autonomous Driving Systems Testing

    Apr 20, 2026Linfeng Liang, Xiao Cheng, Tsong Yueh Chen +1Autonomous Driving Safety EvaluationAutonomous Driving Simulation

    Macquarie University, Australia · Swinburne University of Technology, Australia

  14. Program Structure-aware Language Models: Targeted Software Testing beyond Textual Semantics

    Apr 20, 2026Khang Tran, Khoa Nguyen, Cristian Borcea +1LLM-Based Program SynthesisAutomated Test Generation

    New Jersey Institute of Technology, Newark, NJ, USA

  15. ACE: Self-Evolving LLM Coding Framework via Adversarial Unit Test Generation and Preference Optimization

    Apr 17, 2026Yixu Huang, Xinglei Yu, Zhongyu WeiExecution-Guided Code GenerationLanguage Model Self-Improvement

    School of Data Science Fudan University Shanghai, China

  16. AnyPoC: Universal Proof-of-Concept Test Generation for Scalable LLM-Based Bug Detection

    Apr 13, 2026Zijie Zhao, Chenyuan Yang, Weidong Wang +3Automated Software TestingSoftware Engineering Agents

    University of Illinois Urbana-Champaign, Champaign, USA

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

    Jan 21, 2026Oliver Weißl, Vincenzo Riccio, Severin Kacianka +1HypernetworksAutomated Test Generation

    Technical University of Munich, Germany · University of Udine, Italy · Independent Researcher, Germany +1

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

    Jan 20, 2026Aditya Bharat Soni, Rajat Ghosh, Vaishnavi Bhargava +2LLM Post-TrainingAutomated Test Generation

    Carnegie Mellon University · Nutanix · Stanford University

  19. MASTEST: A LLM-Based Multi-Agent System For Testing RESTful APIs

    Nov 22, 2025Xiaoke Han, Hong ZhuMulti-Agent LLM SystemsAutomated Software Testing

    School of Engineering, Computing and Mathematics, Oxford Brookes University, Oxford, UK

  20. Simulator Ensembles for Trustworthy Autonomous Driving Systems Testing

    Mar 11, 2025Lev Sorokin, Matteo Biagiola, Andrea StoccoAutomated Software TestingAutonomous Driving Simulation

    Technical University of Munich, Munich, Germany. · University of St. Gallen and Universit`a della Svizzera italiana, St. Gallen / Lugano, Switzerland. · fortiss GmbH, Munich, Germany.

  21. Evaluating LLM-Based Regression Test Generation

    Jan 19, 2025Jing Liu, Seongmin Lee, Eleonora Losiouk +1Automated Test GenerationLLM Code Generation

    MPI-SP, Germany · University of California at Los Angeles, USA · University of Padua, Italy

  22. Automatic Item Generation for Personality Situational Judgment Tests with Large Language Models

    Dec 10, 2024Chang-Jin Li, Jiyuan Zhang, Yun Tang +1Psychometric ValidationAutomated Test Generation

    Faculty of Psychology, Beijing Normal University, Beijing, 100875, China · School of Psychology, Central China Normal University, Wuhan, Hubei, 430079, China · Key Laboratory of Adolescent Cyberpsychology and Behavior, Ministry of Education, Wuhan, Hubei, 430079, China +1

  23. Requirement-Based Testing: Enhancing Reinforcement Learning with Game Theory

    Jul 26, 2024Ocan Sankur, Thierry Jéron, Nicolas Markey +2Automated Software TestingAutomated Test Generation

    DEVINE · MERCE-France · Mitsubishi Electric Corporation, Tokyo, Japan

  24. FaultLens: Learning Compact Behavioral Test Suites for Generated Operational Programs

    Date pendingZeming Liu, Hang Lyu, Jingtao ZhangAutomated Software TestingMutation Testing

    Independent Researchers