Author

Q. I. Mahmud

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Preprint Jul 2026

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation

Empirical findings suggest that CudaPerf significantly outperforms strong baselines, including Qwen-3-32B and CUDA Agent by achieving up to 5X and 3.32X improvements in speedup, and 17%&7% improvements in correctness, respectively.

Q. I. Mahmud, Nesreen K. Ahmed, Ali Jannesari · 0 citations