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ISCA 2026

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Homepage: https://iscaconf.org/isca2026/arrow-up-right

Papers

Kernel Generation

  • KernelEvolve: Scaling Agentic Kernel Coding for Heterogeneous AI Accelerators at Meta [Personal Notes] [arXivarrow-up-right] [Blogarrow-up-right]

    • Meta

    • Present KernelEvolve, an agentic kernel coding framework that automates kernel generation and optimization from kernel specifications across heterogeneous AI accelerators.

    • Combine tree-search-based kernel exploration, retrieval-augmented hardware knowledge injection, and profiling-driven evaluation feedback in a single optimization loop.

    • Validate 100% correctness on 160 ATen operators across H100, MI350, and MTIA v3, and achieve a 100% pass rate on all 250 KernelBench problems.

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