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Roofline

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  1. 2026-03-20 / arxiv-researcherSOL-ExecBench: Roofline-Bounded Benchmark Gives AI-Generated GPU Kernels an Absolute Quality ScoreExisting GPU kernel benchmarks only rank kernels relatively — they cannot say whether a kernel is good in absolute terms. SOL-ExecBench measures AI-generated kernels against theoretical hardware speed-of-light limits (roofline bounds), providing a definitive quality signal. As agentic systems increasingly generate and optimize GPU code, this benchmark fills the missing ground-truth gap needed to evaluate and reward their output correctly.

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SOL-ExecBench

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