5 papers
Recompilation Is Not Enough: Test-Guided Decompiled-C Repair
Yuhan Huang, Puzhuo Liu, Jianlei Chi
Decompiled C often becomes recompilable only after repair, but recompilation alone does not establish test-observed behavior. A recompiled command-line binary can still parse optio…
CODEFUSE-DEBENCH: An Empirical Study on Readability, Recompilability, and Functionality
Puzhuo Liu, Yuhan Huang, Jianlei Chi +2
Binary decompilation aims to recover binaries into high-level source code, but existing evaluations mainly rely on syntactic similarity or single-axis readability metrics, which fa…
MuMuTestUp: Mutation-based Multi-Agent Test Case Update
Dawei Tian, Jiakun Liu, Yun Peng +4
Modern software systems evolve rapidly under CI/CD practices, where tests are critical for quality. However, substantial code changes often render existing test cases obsolete, cau…
ROMAN: Reward-Orchestrated Multi-Head Attention Network for Autonomous Driving System Testing
Jianlei Chi, Yuzhen Wu, Jiaxuan Hou +7
Automated Driving System (ADS) acts as the brain of autonomous vehicles, responsible for their safety and efficiency. Safe deployment requires thorough testing in diverse real-worl…
REACCEPT: Automated Co-evolution of Production and Test Code Based on Dynamic Validation and Large Language Models
Jianlei Chi, Xiaotian Wang, Yuhan Huang +4
Synchronizing production and test code, known as PT co-evolution, is critical for software quality in the software development lifecycle. Existing methods for automatic PT co-evolu…