SinReQ: Generalized Sinusoidal Regularization for Low-Bitwidth Deep Quantized Training

4 May 2019Ahmed T. ElthakebPrannoy PilligundlaHadi Esmaeilzadeh

Deep quantization of neural networks (below eight bits) offers significant promise in reducing their compute and storage cost. Albeit alluring, without special techniques for training and optimization, deep quantization results in significant accuracy loss... (read more)

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