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binary-stochastic-neurons

2019-09-18 | |  60 |   0 |   0

Binary Stochastic Neurons in PyTorch

  • http://r2rt.com/binary-stochastic-neurons-in-tensorflow.html

  • https://github.com/pytorch/examples/tree/master/mnist

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 |


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