HyperBlock floating point: generalised quantization scheme for gradient and inference computation

Prior quantization methods focus on producing networks for fast and lightweight inference. However, the cost of unquantised training is overlooked, despite requiring significantly more time and energy than inference. We present a method for quantizing convolutional neural networks for efficient trai...

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Bibliographic Details
Main Authors: Gennari do Nascimento, M, Adrian Prisacariu, V, Fawcett, R, Langhammer, M
Format: Conference item
Language:English
Published: IEEE 2023