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

Name		Name	Last commit message	Last commit date
Latest commit History 15 Commits
distributions		distributions
logs		logs
models		models
.gitignore		.gitignore
README.md		README.md
activations.py		activations.py
environment.yml		environment.yml
main.py		main.py
model.py		model.py
parse_logs.py		parse_logs.py
train.sh		train.sh
utils.py		utils.py