NANQ constructs non-uniform quantization levels from the measured magnitude-dependent noise of an eFlash CIM array and uses precision-saturation thresholds to assign layer bit-widths, improving low-bit on-chip inference beyond PowerQuant.
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NANQ: Noise-Floor-Aware Mixed-Precision Non-Uniform Quantization for Analog Compute-in-Memory
NANQ constructs non-uniform quantization levels from the measured magnitude-dependent noise of an eFlash CIM array and uses precision-saturation thresholds to assign layer bit-widths, improving low-bit on-chip inference beyond PowerQuant.