001 Provably Lossless Acceleration of DNN Mutation Testing via Memoization OpenAlex Paper Ali Ghanbari, Ben Greenman et al. Jul 20 002 Testing Methods for Machine Learning Systems: From Data Validation to Model Evaluation OpenAlex Paper Dmitrii Kochetov Jul 14 003 Testing Methods for Machine Learning Systems: From Data Validation to Model Evaluation OpenAlex Paper Dmitrii Kochetov Jul 14 004 Research on Fuzzing Mutation Strategy Based on Particle Swarm Optimization OpenAlex Paper Yuting Xiao, Jun Li et al. Jul 9 005 <p>Candidate ranges and final hyperparameter settings for RF, XGBoost, and CatBoost under the combined 5D + non-5D feature group.</p> OpenAlex Paper Wenfang Li (111747), Xingchen Zhang (3218931) et al. Jul 7 006 Collaborative Multi-Agent Testing for Emergent Failure Discovery in Autonomous Driving Systems OpenAlex Paper Ruizhen Gu, Konstantinos Koufos et al. Jul 7 007 Pre-registration - Recourse-robustness audit: benchmarking robust-by-design recourse under model retraining (Experiments 1–3) OpenAlex Paper A Anonymous Jul 6 008 Pre-registration - Recourse-robustness audit: benchmarking robust-by-design recourse under model retraining (Experiments 1–3) OpenAlex Paper A Anonymous Jul 6 009 JunoBench: A Benchmark Dataset of Crashes in Python Machine Learning Jupyter Notebooks OpenAlex Paper Yiran Wang, José Antonio Hernández López et al. Jul 5 010 Fault Detection and Explainable Classification in Automotive HIL Validation via Denoising Autoencoders and In-Context Large Language Models OpenAlex Paper Mohammad Abboush, Hamza Ouarrad et al. Jul 4 011 ShardFlow ML: Design and Empirical Evaluation of a Deterministic Manifest, Planning, and Checkpoint Layer for Reproducible Machine-Learning Data Pipelines OpenAlex Paper V D. GUPTA Jul 4 012 ShardFlow ML: Design and Empirical Evaluation of a Deterministic Manifest, Planning, and Checkpoint Layer for Reproducible Machine-Learning Data Pipelines OpenAlex Paper V D. GUPTA Jul 4 013 Adaptive Multi‐Metric Test Case Selection for Deep Neural Networks Based on Genetic Algorithm OpenAlex Paper Weiwei Wang, Qingshuai Chen et al. Jul 1 014 LLM SECURITY PENTESTING A Systematic Methodology for Adversarial Testing of Large Language Model Systems OpenAlex Paper Mohd. Arslan Nasir Jul 1 015 PRTS: Test Sample Selection Based on Category Probability Repair for DNN Testing OpenAlex Paper Feifan Gao, Zhiyi Zhang et al. Jul 1 016 Active Learning of Symbolic Automata for Reactive Programs via Dynamic Symbolic Mapper OpenAlex Paper Y Y Kim, Yunja Choi Jun 30 017 DECODE: Dynamic Exploration for Constraint-Guided Vulnerability Discovery in Deep Learning Operators OpenAlex Paper Haotong Liu, Zhi Wang et al. Jun 30 018 Empirical Insights of Test Selection Metrics under Multiple Testing Objectives and Distribution Shifts OpenAlex Paper Jingyu Zhang, Fan Wang et al. Jun 30 019 Fault Diversity in Reinforcement Learning Policy Testing OpenAlex Paper Quentin Mazouni, Arnaud Gotlieb et al. Jun 29 020 How students use generative AI for software testing: An observational study OpenAlex Paper Barış Ardıç, Quentin Le Dilavrec et al. Jun 20 021 A quality-preserving model for test reduction in electronics production OpenAlex Paper Einav Peretz-Andersson, Noufa Haneefa et al. Jun 17 022 Optimized Sequential Testing for Binary Ensemble Classifiers OpenAlex Paper Joseph Kalman, Amit Moscovich Jun 13 023 Intent-to-Silicon: A Deterministic Ambiguity-Reduction Framework for Natural Language Software Specification Generation OpenAlex Paper Ayush Kumar Mishra Jun 12 024 Intent-to-Silicon: A Deterministic Ambiguity-Reduction Framework for Natural Language Software Specification Generation OpenAlex Paper Ayush Kumar Mishra Jun 12 025 Dynamically attributed grammatical evolution: function-based attribute grammars for flexible and context-aware mapping OpenAlex Paper Dhiraj Kumar Singh, Rajkumar Sarma et al. Jun 10 026 Dynamically attributed grammatical evolution: function-based attribute grammars for flexible and context-aware mapping OpenAlex Paper D Singh, Rajkumar Sarma et al. Jun 10 027 An Empirical Comparison of General Context-Free Parsers OpenAlex Paper Huan Vo, Danushka Liyanage et al. Jun 7 028 Developer Farm: An Architectural Approach to Goodhart-Proof AI Code Generation via Strict Layer Isolation OpenAlex Paper Illia Rochev Jun 5 029 Developer Farm: An Architectural Approach to Goodhart-Proof AI Code Generation via Strict Layer Isolation OpenAlex Paper Illia Rochev Jun 5 030 Token-Efficient Machine Code Representations for Large Language Models: A Complete Research Journey from Hypothesis to Performance Validation OpenAlex Paper Sushanth Tiruvaipati Jun 3 031 Token-Efficient Machine Code Representations for Large Language Models: A Complete Research Journey from Hypothesis to Performance Validation OpenAlex Paper Sushanth Tiruvaipati Jun 3 032 COAPT: Bridging Semantic-Operational Divide in Autonomous Penetration Testing Through LLM-Driven Cognitive Planning OpenAlex Paper Haonan Zhang, Hui Lu et al. May 26 033 Self-Evolving Multi-Agent Fuzzing for Industrial IoT with Knowledge-Driven Cognitive Reasoning OpenAlex Paper Bowei Ning, Xuejun Zong et al. May 25 034 Understanding and Mitigating Multilingual Bias in LLM-Driven Verilog Code Generation via Hard-Example In-Context Learning OpenAlex Paper Guang Yang May 25 035 Causal Inference Testing in MVL Signals OpenAlex Paper Evelyn Tadlock, Allison Reed et al. May 19 036 From Active Learning to Inference-Time Governance for LLM-Assisted Code Generation: A Systematic Literature Review and Design Framework OpenAlex Paper Ketut Adnyana, Andreas Schwung May 14 037 From Active Learning to Inference-Time Governance for LLM-Assisted Code Generation: A Systematic Literature Review and Design Framework OpenAlex Paper Ketut Adnyana, Andreas Schwung May 14 038 Autonomous Evaluation Architectures: Multi-Agent LLM Pipelines, Browser-Grounded Testing: Programmatic Alignment via DSPy, and Adversarial Robustness in Production Orchestration Systems OpenAlex Paper Venkata Chandra Sekhar Sastry Chilkuri May 12 039 NeuroFlake: A Neuro-Symbolic LLM Framework for Flaky Test Classification OpenAlex Paper Khondaker Tasnia Hoque, Toukir Ahammed May 12 040 GLITCH_AI: A Hybrid Framework for Automated Penetration Testing with LLM-Driven Adaptation and Reporting OpenAlex Paper Maria Gonzalez Herrero, Amit Kumar Singh et al. May 8 041 GraphRAG-Driven Compliance Validation of Software Requirements: Semantic, Content, and Data Compliance Metrics OpenAlex Paper Matas Čenys, Asta Slotkienė May 8 042 A process-centric review of large language models in graphical user interface testing: architectures, lifecycle impact, and challenges OpenAlex Paper Mai Phu Trong, Ngo Tung Son et al. May 6 043 ARIADNE: Agentic Reward-Informed Adaptive Decision Exploration via Blackboard-Driven MCTS for Competitive Program Generation OpenAlex Paper Minnan Wei, Xiang Chen et al. May 4 044 Система типов встроенного языка Basic Syntax Language платформы 1С: Предприятие и верификация допустимости преобразований между типами данных OpenAlex Paper Александр Владимирович Леонов May 4 045 Система типов встроенного языка Basic Syntax Language платформы 1С: Предприятие и верификация допустимости преобразований между типами данных OpenAlex Paper Александр Владимирович Леонов May 4 046 Using large language models to test voice user interfaces OpenAlex Paper Emanuela Guglielmi, Angelica Spina et al. May 2 047 A Review on Testing Approaches for Autonomous Driving Systems Based on Metamorphic Testing and Fuzzing Testing OpenAlex Paper Cun Sun, Jinfu Chen et al. May 1 048 AI-Driven Approaches to System Requirements and Test Case Generation: A New Paradigm in Software Engineering OpenAlex Paper Ziad Salem, Luay Tahat et al. Apr 25 049 Empirical Insights of Test Selection Metrics under Multiple Testing Objectives and Distribution Shifts OpenAlex Paper Jingyu Zhang, Fan Wang et al. Apr 25 050 RedOps AI: Multi-Agent Orchestration for Autonomous Penetration Testing OpenAlex Paper Samarth C Dinesh, Sheba Selvam et al. Apr 24 051 Test Design and Review Argumentation in AI-Assisted Test Generation OpenAlex Paper Eduard Paul Enoiu, Robert Feldt Apr 24 052 Styxx v6.0.0 — Three Calibrated Cognometric Instruments + Phase-Transition Ablation OpenAlex Paper Alexander Rodabaugh Apr 23 053 Traceable Metamorphic Test Cases for Robust Safety‐Critical Systems: A Deep Learning LiDAR Object Detector Example OpenAlex Paper Simon Speth, Tobias Springer et al. Apr 23 054 DDSA: Dual-Domain Strategic Attack for Spatial-Temporal Efficiency in Adversarial Robustness Testing OpenAlex Paper Jinwei Hu, Shiyuan Meng et al. Apr 21 055 Model Equality Testing of Black-Box LLM APIs Via Prefix Tree Statistics OpenAlex Paper Kai-Yuan Shi, Fang-Qi Li et al. Apr 21 056 PenPlan-PDDL: A Multi-Agent Framework for Automated Penetration Testing Planning With PDDL-Based Verification OpenAlex Paper Yu Qiao, Lun Li et al. Apr 21 057 Characterizing and Refactoring Table-Driven Tests in Go OpenAlex Paper Max Green, Lu Xiao et al. Apr 12 058 Enhancing Automated Video Game Regression Testing through Behavior-Driven Development and Imitation Learning OpenAlex Paper Vincent Mastain, Fábio Petrillo Apr 12 059 ITEP4SDC at the SBFT 2026 Tool Competition: Self-Driving Car Testing Track OpenAlex Paper Ali İhsan Güllü, Faiz Shah et al. Apr 12 060 Improving a Parallel C++ Intel SSE SIMD Linear Genetic Programming Interpreter OpenAlex Paper w langdon, Carol Hanna Apr 12