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KLineage: Recovering the Missing When of Kernel Optimization by Deoptimizing Experts

Zhang, Shuoming et al.
arXiv (All) · Papers
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LLM-based agents are increasingly used to generate GPU kernels, but they often struggle to determine when an optimization is sound because its required code state and dependencies are implicit in expert implementations. We introduce KLineage, which learns this missing "when" knowledge from expert ke
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