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Ruiyan Zhuang

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Preprint Jul 2026

Hawk: Harnessing Hardware-Aware Knowledge for High-Performance NPU Kernel Generation

Hawk is a training-free framework that harnesses hardware-aware knowledge through three core modules that elevates generation accuracy from 49.4% to 80.0%, while achieving up to a 2.2x execution speedup over state-of-the-art baselines.

Junyi Wen, Ruiyan Zhuang, Yongjia Xu et al. · 0 citations