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Implementation of AvaGrad

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# AvaGrad

Implementation of the adaptive method AvaGrad proposed in [Domain-independent Dominance of Adaptive Methods](https://arxiv.org/abs/1912.01823)

## Requirements
```
Python 2/3, PyTorch == 1.1.0
```

## Guide

Coming soon

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