Binary Stochastic Neurons in PyTorch

Last update: Nov 21, 2022

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Overview

Binary Stochastic Neurons in PyTorch

Results

Model	Epoch	Accuracy
BinaryNet-Deterministic-REINFORCE-False	41	0.8086
BinaryNet-Deterministic-REINFORCE-True	33	0.8128
BinaryNet-Deterministic-ST-False	94	0.972
BinaryNet-Deterministic-ST-True	63	0.9709
BinaryNet-Stochastic-REINFORCE-False	19	0.5937
BinaryNet-Stochastic-REINFORCE-True	97	0.7095
BinaryNet-Stochastic-ST-False	59	0.9748
BinaryNet-Stochastic-ST-True	89	0.9717
NonBinaryNet-None-None-False	76	0.9734
NonBinaryNet-None-None-True	50	0.9714

Owner

Onur Kaplan

GitHub Repository

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