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Srinandan Dasmahapatra

2 accepted papers

2023

Probabilistic Weight Fixing: Large-scale training of neural network weight uncertainties for quantisation.

NeurIPS 2023poster

Weight-sharing quantization has emerged as a technique to reduce energy expenditure during inference in large neural networks by constraining their weights to a limited set of values. However, existing methods often assume weights are treated solely based on value, neglecting the unique role of weig…