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Paper · arXiv

Understanding Agent-Based Patching of Compiler Missed Optimizations

Compiler missed optimizations refer to cases in which compilers failed to optimize certain code. It takes many compiler developers' efforts to implement or patch such missed optimizations. In this paper, we present a systematic study of how well agents patch compiler missed optimizations. We identify a significant challenge that patching a missed optimization requires more than just fixing the reported case, and instead requires generalizing to similar cases. We construct a benchmark of real-world LLVM missed optimization issues and compare agent-generated patches with patches from developers in terms of optimization scope. Our results show that coding agents often optimize the given exam...

AuthorsBatu Guan, Zirui Wang, Shaohua Li
Primary categorycs.SE
Published2 July 2026
Last updated at source3 July 2026
cs.SEcs.AI
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