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Surrogate Neural Architecture Codesign Package (SNAC-Pack)

Jason Weitz, Dmitri Demler, Benjamin Hawks, Aaron Wang, Nhan Tran, Javier Duarte
Jun 5, 2026 at 04:00
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arXiv:2605.16138v2 Announce Type: replace-cross Abstract: Neural architecture search (NAS) is a powerful approach for automating model design, but existing methods often optimize for accuracy alone or rely on proxy metrics such as bit operations (BOPs) that correlate poorly with hardware cost. This gap is particularly large for FPGA deployment,...

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