AdaRepair-Mem: Adaptive Experience Orchestration for Repository-Level Program Repair
The paper argues repair systems need selective memory, not bigger memory.
AdaRepair-Mem retrieves prior repair experience by repository coverage, memory quality, and repair stage. It falls back to cross-repository or repair-type memories when a repository has little useful history. The framework separately routes memories for reproduction, localization, patching, refinement, and validation. In SWE-Bench-Lite and SWE-Bench-Verified tests, the authors report gains on under-covered repositories and better failed-to-fixed patch refinement. ArXiv · AI/CL/LG's note
AdaRepair-Mem retrieves prior repair experience by repository coverage, memory quality, and repair stage. It falls back to cross-repository or repair-type memories when a repository has little useful history. The framework separately routes memories for reproduction, localization, patching, refinement, and validation. In SWE-Bench-Lite and SWE-Bench-Verified tests, the authors report gains on under-covered repositories and better failed-to-fixed patch refinement. ArXiv · AI/CL/LG's note
score 5