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genema authored May 28, 2023
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Expand Up @@ -33,7 +33,7 @@ Part of the __ASGARD PROJECT__
2. run example commands in `run_training.sh` script to train models.

### Tips
* Since the inference (by forward) and learning (by backward) implementations are wrapped in the neuron modules, you may use noisy networks in your code by importing our noisy neurons in `models` folder.
* **It is rather easy to use NSNN by modifying your own code.** Since the inference (by forward) and learning (by backward) implementations are wrapped in the neuron modules, you may refer to (or directly use) noisy networks in your code by importing our noisy neuron implementations in `models` folder.
* In addition to the Gaussian noise implementation in the text (`NILIF.py`), we provide implementations of discrete models (`NILIF_*.py`) with other random processes (with static increments) corresponding to rectangular, arctangent, and sigmoidal surrogate gradients.

## Ackowledgement
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