ISCA 2026

Meta Info

Homepage: https://iscaconf.org/isca2026/

Papers

Kernel Generation

• KernelEvolve: Scaling Agentic Kernel Coding for Heterogeneous AI Accelerators at Meta [Personal Notes] [arXiv] [Blog]

  • 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.