SNAC-Pack is a new framework for hardware-aware neural architecture codesign that uses surrogate models, NSGA-II search, quantization-aware training, and hls4ml synthesis to produce compact FPGA-deployable models.
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Surrogate Neural Architecture Codesign Package (SNAC-Pack)
SNAC-Pack is a new framework for hardware-aware neural architecture codesign that uses surrogate models, NSGA-II search, quantization-aware training, and hls4ml synthesis to produce compact FPGA-deployable models.