Ruiyuan Xu
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126
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2026
Learning When to Optimize: Verified Optimization Skills from Expert GPU-Kernel Lineages
KLineage introduces a novel method to teach LLMs when and how to apply GPU kernel optimizations by reverse-engineering expert kernel lineages, resulting in superior optimization skills compared to existing baselines.
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cs.AIRecentMay 27, 2026
Learning When to Optimize: Verified Optimization Skills from Expert GPU-Kernel Lineages
Shuoming Zhang, Qiuchu Yu, Yangyu Zhang, Ruiyuan Xu +5 more
KLineage introduces a novel method to teach LLMs when and how to apply GPU kernel optimizations by reverse-engineering expert kernel lineages, resulting in superior optimization skills compared to exi…
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