Test Generation

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5 papers in the last 28 days · 0.1% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

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AI Code GenerationCoding AgentsCode QualitySoftware EngineeringLlm-Driven Code SynthesisRepositorySoftwareBug

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Period ending 2026-09-14

2 new papers

A weekly snapshot of new work published in Test Generation.

Period ending 2026-09-07

3 new papers

A weekly snapshot of new work published in Test Generation.

76 papers

Latest in Test Generation

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  1. Confidence-Gated Transductive Test Generation for Code Reranking

    Sep 14, 2026Sungjae Lee, Youngsik Yoon, Seockbean Song +3Test GenerationLarge Language Model Generation

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

    Sep 8, 2026Leitian Tao, Baolin Peng, Haorui Wang +7Coding AgentsTest Generation

  3. PlannerForge: LLM Agents for Scenario-Based Testing of Motion Planners in Autonomous Driving

    Sep 8, 2026Yuan Gao, Sebastian Müller, Mattia Piccinini +5Large Language Model PlanningAutonomous Driving

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

    Sep 3, 2026Jiacheng Xu, Wentao Zhang, Zhiyi Lyu +4Test GenerationAdversarial Evaluation

  5. Probabilistic Model Checking of Autoregressive Neural Sequence Models

    Sep 1, 2026Helge Spieker, Dennis Gross, Arnaud GotliebProbabilistic Model CheckingAutoregressive Model

  6. Answer Probing-Guided Search for Diverse Solution Exploration of LLMs

    Aug 31, 2026Yi Fang, Que Shen, Chengpeng Li +6LLM Reasoning MethodsReasoning Paths

  7. Can LLMs Test Terminal User Interfaces?

    Aug 4, 2026Chao Peng, Ruida Hu, Ajitha Rajan +3User InterfaceGraphical User Interface

  8. DragonCrawl: A Generative, Intent-Based Framework for Scalable Mobile End-to-End Testing

    Jul 30, 2026Sowjanya Puligadda, Mengdie Zhang, Ali Zamani +3Test GenerationAi-Native

  9. Agentic Method for Deterministic Validation of Legacy Code Migration

    Jul 30, 2026Andras Ferenczi, Jordan Docherty, Mariya Bessonov +2Test GenerationCodebases

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

    Jul 26, 2026Ange Maiztegi, Jon Ayerdi, Miren Illarramendi +1Retrieval-Augmented GenerationTest Generation

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

    Jul 24, 2026Junda Zhao, Shurui Zhou, Eldan CohenTest GenerationBug

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

    Jul 24, 2026Junda Zhao, Shurui Zhou, Eldan CohenTest GenerationLarge Language Model Evaluation

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

    Jul 23, 2026Kaiwen Zhang, Guanjun LiuTest GenerationLlm-Driven Code Synthesis

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

    Jul 22, 2026Yuhao Tan, Zhibang Yang, Fangkai Yang +9BugTest Generation

  15. Integrating High-Level Requirements to Low-Level Tests with Machine-Readable V&V Specifications

    Jul 20, 2026Mansur Arief, Nur Ahmad Khatim, Ali Akarma +1Test GenerationTraceability

  16. 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 +3Test GenerationFault Injection Experiments

  17. Project Kaleidoscope: Contextual, Human-Aligned Evaluation for Real-World AI Applications

    Jul 16, 2026Leanne Tan, Rohan Jaggi, Shaun Khoo +1Artificial Intelligence EvaluationRubrics

  18. Faithful Autoformalization of Natural Language Assertions

    Jul 14, 2026Hongyi Liu, Madhusudan Parthasarathy, Adithya MuraliAutoformalizationSystemverilog Assertions

  19. Fail-Aware and Explainable Test Oracle Prediction

    Jul 13, 2026Yue Zhao, Binish Tanveer, Jelena ZdravkovicTest OraclesTest Generation

  20. Generative Testing of Automated Speech Recognition Systems

    Jul 10, 2026Yanis Xabier Wilbrand Peña, Oliver Weißl, Andrea StoccoAutomatic Speech RecognitionTest Generation

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

    Jul 9, 2026Sijia Gu, Noor Nashid, Ali MesbahTest GenerationCoding Agents

  22. Specification Grounding Drives Test Effectiveness for LLM Code

    Jul 7, 2026Amin Haeri, Mahdi GhelichiTest GenerationSpecification

  23. EvoOtter: Evolutionary Reproduction Test Generator

    Jul 3, 2026Toufique Ahmed, Jatin Ganhotra, Avraham Shinnar +1Test GenerationCryptographically Authorized Mutation

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

    Jul 2, 2026Jiale Amber Wang, Kaiyuan Wang, Pengyu NieTest GenerationCo-Evolution

  25. Prompt Coverage Adequacy

    Jul 2, 2026Florian Tambon, Michael Konstantinou, Cedric Richter +3Test GenerationPrompt

  26. TAG: A Lightweight Framework for Test-Driven Agentic Artifact Generation

    Jul 1, 2026Yaniv Melamed, Yoni Zukerman, Michal Shechter +3Test GenerationThreat Models

  27. SWE-Doctor: Guiding Software Engineering Agents with Runtime Diagnosis from Multi-Faceted Bug Reproduction Tests

    Jul 1, 2026Yaoqi Guo, Yang Liu, Jie M. Zhang +3BugSwe-Bench Verified

  28. Test-Input Generation for Tensor Programs: What Actually Finds Kernel Bugs

    Jun 23, 2026Dipankar SarkarFuzzingTensor Programs

  29. MANGO: Automated Multi-Agent Test Oracle Generation for Vision-Language-Action Models

    Jun 23, 2026Pablo Valle, Shaukat Ali, Aitor Arrieta +1Action GenerationEnd-To-End Agentic System

  30. All Green, Still Broken: Real-Flow Verification Lessons from an LLM-Integrated, Multi-Market Web Application

    Jun 21, 2026Muhammad Bilal, Ali Hassaan MughalBugBrowser Agent

  31. Context-Aware Generative AI for Automated Telecom Test Script Generation

    Jun 19, 2026Gautam Prasad, Chandramohan T. N., Joy BoseTest GenerationData Generation Pipelines

  32. Library-Aware Doubles and Iterative Repair for Large Language Model-Generated Unit Tests in OpenSIL Firmware

    Jun 18, 2026Ma Toan Bach, Yuchi Zheng, Haingo Razafindranto +4Test GenerationData Generation Pipelines

  33. Domain-Validity-Gated Metamorphic Testing of Scientific ML Surrogates

    Jun 16, 2026Meng Li, Xiaohua Yang, Jie Liu +1Surrogate ModelingValidity

  34. Cluster-Aware Dual-Level Test Specification Generation for Large-Scale Automotive Software Requirements

    Jun 15, 2026Hazem Ayman, Menna Sedik, Kareem Mostafa +3Test GenerationSpecification

  35. Auditing Reward Hackability in Code RL Training Environments

    Jun 14, 2026Shreshth RajanCode QualityAdversarial Evaluation

  36. Structured Testbench Generation for LLM-Driven HDL Design and Verification-Oriented Data Curation

    Jun 11, 2026En-Ming Huang, Yu-Hung Kao, Ren-Hao Deng +10Hardware Description LanguagesRegister Transfer Level Designs

  37. PI-Hunter: Automated Red-Teaming for Exposing and Localizing Prompt Injections

    Jun 10, 2026Pengfei He, Lesly Miculicich, Vishesh Sharma +5Prompt Injection DetectionLanguage Model Evasion Attacks

  38. Governance Controls for AI-Generated Test Artifacts in Autonomous Software Testing

    Jun 7, 2026Dimple Bajaj, Deepak KhetanArtificial Intelligence GovernanceTest Generation

  39. AI-Driven Test Case Generation from Natural Language Requirements: A Survey of Techniques and Research Gaps

    Jun 4, 2026Orimoloye Folorunsho, Hassan RezaTest GenerationNatural Language

  40. Latent Anchor-Driven Test Generation for Deep Neural Networks

    Jun 3, 2026Bin Duan, Matthew B. Dwyer, Guowei YangTest GenerationDeep Neural Network

  41. FATE-VLA:Failue-aware test generation for vision-language-action models

    Jun 1, 2026Arusa Kanwal, Pablo Valle, Shaukat Ali +1Vision-Language-ActionRobot Policies

  42. FVSpec: Real-World Property-Based Tests as Lean Challenges

    May 31, 2026Quinn Dougherty, Max von Hippel, Simon Henniger +2Formal VerificationTest Generation

  43. GenPT: Beyond Self-Report for Reliable LLM Psychometrics via Generative Projective Testing

    May 30, 2026Ming Wang, Shuang Wu, Bixuan Wang +7PsychometricsPsychology

  44. GUITestScape: Towards Open-set Evaluation on Exploratory GUI Testing

    May 28, 2026Xiaoyi Chen, Yifei Gao, Yang Xu +3Graphical User InterfaceEvaluation Benchmarks

  45. Multi-Agent LLM-based Metamorphic Testing for REST APIs

    May 27, 2026Shehroz Khan, Abdullah Mughees, Gaadha Sudheerbabu +2Test GenerationApplication Programming Interfaces

  46. STAB: Specification-driven Testing for Algorithmic Bottlenecks

    May 27, 2026Soohan Lim, Joonghyuk Hahn, Hyundong Jin +1Test GenerationAlgorithmic Reasoning

  47. AssertLLM2: A Comprehensive LLM Benchmark for Assertion Generation from Design Specifications

    May 26, 2026Yuchao Wu, Wenji Fang, Jing Wang +3Systemverilog AssertionsVhdl

  48. SWE-Mutation: Can LLMs Generate Reliable Test Suites in Software Engineering?

    May 21, 2026Yuxuan Sun, Yuze Zhao, Yufeng Wang +6Test GenerationSwe-Bench Verified

  49. A semantic mutation metric for metamorphic relation adequacy in scientific computing programs

    May 17, 2026Meng Li, Xiaohua Yang, Jie Liu +1Cryptographically Authorized MutationTest Generation

  50. Rule2DRC: Benchmarking LLM Agents for DRC Script Synthesis with Execution-Guided Test Generation

    May 15, 2026Jinuk Kim, Junsoo Byun, Donghwi Hwang +2Test GenerationLlm-Driven Code Synthesis

  51. Autonomous Intelligent Agents for Natural-Language-Driven Web Execution with Integrated Security Assurance

    May 14, 2026Vinil Pasupuleti, Siva Rama Krishna Varma Bayyavarapu, Shrey TyagiBrowser AgentWeb Agents

  52. LLM-Based Robustness Testing of Microservice Applications: An Empirical Study

    May 13, 2026Hrushitha Goud Tigulla, Marco VieiraTest GenerationMicroservices

  53. PBT-Bench: Benchmarking AI Agents on Property-Based Testing

    May 13, 2026Lucas Jing, Xinqi Wang, Liao Zhang +1Agentic BenchmarksTest Generation

  54. CA2: Code-Aware Agent for Automated Game Testing

    May 13, 2026Valliappan Chidambaram Adaikkappan, Vincent Martineau, Joshua Romoff +1Test GenerationCoding Agents

  55. Cochise: A Reference Harness for Autonomous Penetration Testing

    May 12, 2026Andreas Happe, Jürgen CitoPenetration TestingTest Generation

  56. GameGen-Verifier: Parallel Keypoint-Based Verification for LLM-Generated Games via Runtime State Injection

    May 8, 2026Chaobo Jia, Ruipeng Wan, Ting Sun +5Formal VerificationTest Generation

  57. Learning Correct Behavior from Examples: Validating Sequential Execution in Autonomous Agents

    May 4, 2026Reshabh K Sharma, Gaurav Mittal, Yu HuProbabilistic Model CheckingTest Generation

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

    May 2, 2026Hyukjoo LeeTest GenerationStep-Level Failure Attribution

  59. 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 GenerationLlm-Driven

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

    May 1, 2026Gourisetty Venkata Sai Koushik, Dama Aditya, Mahankali Harish Sai +3Test GenerationAgentic Pipeline