A statistical error analysis framework yields iterative and analytic quantizers that improve accuracy and stability when incorporated into quantization-aware training for integer and floating-point formats.
An- alytical and numerical studies of quantization effects in coherent optical ofdm transmission with 100 gbit/s and beyond.ITG-Fachtagung Photonische Netze, pages 34–40, 2012
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StatQAT: Statistical Quantizer Optimization for Deep Networks
A statistical error analysis framework yields iterative and analytic quantizers that improve accuracy and stability when incorporated into quantization-aware training for integer and floating-point formats.