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. QuSema: Detecting Silent Bugs in Quantum Libraries via Quantum-knowledge-enhanced Agents

    Oct 7, 2026Yujin Song, Kaining Zhang, Qixin Zhang +3Fault DetectionAutomated Software Testing

    Nanyang Technological University, Singapore · Hong Kong University of Science and Technology, Hong Kong, China · Zhejiang University of Technology, Hangzhou, China

  2. TestGRAD: Evolving Test Suites via Failure Pattern Momentum for SWE-Agent Ensemble

    Oct 7, 2026Pengfei He, Jiayuan Zhou, Shaowei Wang +1Automated Test GenerationAutomated Software Testing

    University of Manitoba, Winnipeg, Canada · Huawei Canada, Markham, Canada · Huawei Technologies, Hangzhou, China

  3. AuraForge: Scaling Security Supervision for Training Coding Agents

    Oct 1, 2026Danqing Wang, Songwen Zhao, Harsh Sharma +4AI Coding AgentsSoftware Security

    Carnegie Mellon University · University of California, Los Angeles · ScOp Venture Capital.

  4. Improving Large Language Models for Code through Runtime Program-State Reasoning

    Sep 28, 2026Hongwei Li, Spandan Garg, Yufan HuangAutomated Program RepairAutomated Test Generation

    University of California, Santa Barbara · Microsoft

  5. Scenario-Driven Neuroevolution: Using Models to Guide Test Generation for Games

    Sep 23, 2026Gijs van Cuyck, Patric Feldmeier, Jan Tretmans +1Automated Software TestingAutomated Test Generation

    Radboud University, Institute iCIS, Nijmegen, The Netherlands · University of Passau, Germany · TNO-ESI, Eindhoven, The Netherlands

  6. Probabilistic Modelling of Operational Design Domains, A New Approach for Testing AI Systems

    Sep 21, 2026Hans-Werner WiesbrockProbabilistic Graphical ModelsKnowledge Representation

    ITPower Solutions GmbH Kolonnenstrasse 26 10829 Berlin, Germany

  7. SyzHarness: Patch-Based Kernel Bug Reproduction with LLM-Synthesized Fuzzing Harnesses

    Sep 20, 2026Xingyu Li, Juefei Pu, Haonan Li +4Software Vulnerability DetectionLLM-Based Program Synthesis

    University of California, Riverside

  8. Confidence-Gated Transductive Test Generation for Code Reranking

    Sep 14, 2026Sungjae Lee, Youngsik Yoon, Seockbean Song +3LLM RerankingAutomated Test Generation

    Department of Computer Science and Engineering, POSTECH, South Korea · Graduate School of Artificial Intelligence, POSTECH, South Korea · Microsoft Research Asia, China

  9. ExecCritic: Learn to Test, Test to Improve for Coding Agents

    Sep 8, 2026Leitian Tao, Baolin Peng, Haorui Wang +7RL for Code GenerationSoftware Engineering Agents

    University of Wisconsin–Madison · Microsoft Research · Georgia Tech

  10. Two-Stage Reinforcement Learning for Sound and Adversarial Test Generation in Code LLMs

    Sep 3, 2026Jiacheng Xu, Wentao Zhang, Zhiyi Lyu +4Automated Test GenerationLLM Code Generation

    Nanyang Technological University, Singapore · Skywork AI

  11. SeFaR: Semantic Feature-aware Robustness Testing of Deep Neural Networks

    Aug 10, 2026Nusrat Jahan Mozumder, Divya Gopinath, Corina Pasareanu +1Neural Network VerificationNeural Network Robustness

    University of Virginia · USA · KBR Inc., NASA Ames +1

  12. CHORUS: Complementary Experts for High-Coverage Testbench Stimulus Generation

    Aug 10, 2026Hejia Zhang, Sheng Lu, Zhongming Yu +3RL for Code GenerationAutomated Test Generation

    1UC San Diego · 2Georgia Institute of Technology · 3NVIDIA

  13. IcFuzz: Fuzzing Isaac Sim with Semantic Stage Guidance and Multi-level Mutation

    Aug 6, 2026Zhixiang Chen, Zhuangbin Chen, Ruoxi Jia +4Automated Software TestingRobotics Simulation

    Sun Yat-sen University Zhuhai, China · Zhuhai Key Laboratory of Trusted Large Language Models, Sun Yat-sen University, Zhuhai, China · Nanyang Technological University Singapore, Singapore +1

  14. Can LLMs Test Terminal User Interfaces?

    Aug 4, 2026Chao Peng, Ruida Hu, Ajitha Rajan +3Automated Software TestingAutomated Test Generation

    University of Edinburgh · United Kingdom · Harbin Institute of Technology +3

  15. Coding Agents as Test-Suite Auditors: Finding What Official Suites Miss While Approaching What They Catch

    Aug 3, 2026Shuyang Xie, Shuxiao Xie, Feng Zhu +2Automated Software TestingBenchmark Auditing

    Harbin Institute of Technology · Fudan University · Sun Yat-sen University

  16. Judging Is Not Enumerating: Silent Omissions in LLM-Authored Acceptable Sets

    Aug 2, 2026Wenhui Chen, Jianlin Chen, Ziyao Lin +2LLM EvaluationLLM-as-a-Judge

    University of Macau · South China University of Technology · Independent Researcher

  17. Agentic Method for Deterministic Validation of Legacy Code Migration

    Jul 30, 2026Andras Ferenczi, Jordan Docherty, Mariya Bessonov +2Code TranslationAutomated Software Testing

    American Express

  18. KQFuzz: Knowledge-Guided Fuzzing for Quantum Libraries via Large Language Models

    Jul 28, 2026Fuyuan Xia, Qixin Zhang, Chenhao Ying +5Automated Software TestingLLMs for Cybersecurity

    1Shanghai Jiao Tong University · 2Nanyang Technological University · 3Hong Kong University of Science and Technology +1

  19. RAG-TESTER: Automated End-to-End Testing of Retrieval-Augmented Large Language Models

    Jul 26, 2026Ange Maiztegi, Jon Ayerdi, Miren Illarramendi +1RAG EvaluationAutomated Test Generation

    Mondragon University, Arrasate-Mondragon, Gipuzkoa, Spain

  20. Adversarial Test-Hardening for AI-Written Code: An Instrument Autopsy and a Pre-Registered Causal Estimate of the Critic Loop

    Jul 25, 2026Jeff OttersonAutomated Software TestingLLM Auditing

    W. P. Carey School of Business, Arizona State University

  21. Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests

    Jul 24, 2026Junda Zhao, Shurui Zhou, Eldan CohenLLM PromptingAutomated Test Generation

    University of Toronto, Department of Mechanical and Industrial Engineering, Toronto, Canada · University of Toronto, Department of Electrical and Computer Engineering, Toronto, Canada

  22. Do Coverage and Mutation Scores of LLM-Generated Test Suites Correlate with Their Effectiveness? (Replicability Study)

    Jul 24, 2026Junda Zhao, Shurui Zhou, Eldan CohenLLM EvaluationAutomated Software Testing

    University of Toronto, Department of Mechanical and Industrial Engineering, Toronto, Canada · University of Toronto, Department of Electrical and Computer Engineering, Toronto, Canada

  23. MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation

    Jul 24, 2026Zhen Zhao, Qihang Yang, Feifei Dai +2Execution-Guided Code GenerationCode Generation

    Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China · University of Electronic Science and Technology of China, Chengdu, China

  24. From Resource Flow to Executable Tests: Petri-Net-Guided LLM Test Generation for Concurrent Stateful Rust APIs

    Jul 23, 2026Kaiwen Zhang, Guanjun LiuAutomated Software TestingLLM-Based Program Synthesis

    Tongji University Shanghai,China

  25. Beyond Fail-to-Pass: Iterative Hardening of Co-Generated Bug Reproduction Tests and Fixes

    Jul 22, 2026Yuhao Tan, Zhibang Yang, Fangkai Yang +9Automated Software TestingAutomated Program Repair

    1Nanjing University · 2Peking University · 3Microsoft

  26. Automated Hardware Validation Test Plan Generation for Large Scale AI Datacenter Platforms Using a Generative AI Multi-Agents Architecture

    Jul 17, 2026Mohammed-Khalil Ghali, Saurabh Kulkarni, Prathamesh Kulkarni +3Automated Test Generation

    School of Systems Science and Industrial Engineering, Binghamton University, State University of New York, Binghamton, NY 13902, USA · Meta Platforms, Inc. 1 Hacker Way, Menlo Park, CA 94025, USA

  27. SCATE: Learning to Supervise Coding Agents for Cost-Effective Test Generation

    Jul 9, 2026Sijia Gu, Noor Nashid, Ali MesbahCoding AgentsAutomated Test Generation

    University of British Columbia Vancouver, Canada

  28. Specification Grounding Drives Test Effectiveness for LLM Code

    Jul 7, 2026Amin Haeri, Mahdi GhelichiLLM GroundingAutomated Software Testing

    Model Development Innovation TD Bank, Toronto, Canada

  29. EvoOtter: Evolutionary Reproduction Test Generator

    Jul 3, 2026Toufique Ahmed, Jatin Ganhotra, Avraham Shinnar +1Evolutionary OptimizationLLM-Based Program Synthesis

    IBM

  30. TestEvo-Bench: An Executable and Live Benchmark for Test and Code Co-Evolution

    Jul 2, 2026Jiale Amber Wang, Kaiyuan Wang, Pengyu NieAutomated Software TestingBenchmark Design

    University of Waterloo · 2Google