Finding non-uniform quantization schemes using multi-task Gaussian processes

We propose a novel method for neural network quantization that casts the neural architecture search problem as one of hyperparameter search to find non-uniform bit distributions throughout the layers of a CNN. We perform the search assuming a Multi-Task Gaussian Processes prior, which splits the pro...

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Bibliographic Details
Main Authors: Gennari do Nascimento, M, Costain, TW, Prisacariu, VA
Format: Conference item
Language:English
Published: Springer 2020