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cs.LG2025
Surrogate Neural Architecture Codesign Package (SNAC-Pack)
Jason Weitz, Dmitri Demler, Benjamin Hawks +2
Neural Architecture Search is a powerful approach for automating model design, but existing methods struggle to accurately optimize for real hardware performance, often relying on…
cs.LG2025
wa-hls4ml: A Benchmark and Surrogate Models for hls4ml Resource and Latency Estimation
Benjamin Hawks, Jason Weitz, Dmitri Demler +13
As machine learning (ML) is increasingly implemented in hardware to address real-time challenges in scientific applications, the development of advanced toolchains has significantl…