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.
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