Improving Assembly Code Performance with LLMss via Reinforcement Learning

11 badmonster 2 5/20/2025, 1:36:28 AM arxiv.org ↗

Comments (2)

badmonster · 15h ago
reinforcement learning can push LLMs beyond generation and into true performance optimization at the assembly level. achieving a 1.47x speedup over gcc -O3 is no small feat—especially considering -O3 is already highly optimized.
vlovich123 · 11h ago
O3 is highly optimized using generic techniques that worked in a variety of scenarios and could get papers published. Given that carefully laid out assembly can outperform by like 10x across size and speed, I think there’s a lot of headroom to play with.