LaplacianSmoothing-GradientDescent

Code for the paper: https://arxiv.org/abs/1806.06317

Quadratic-Function

This directory contains the LS-GD code for quadratic function

• Usage: python LSGD.py [-n 100] [-sigma 10] [-order 2]

Small-BatchSize

This directory contains the LS-GD code for training LeNet on MNIST data with small batch size

ResNet

This directory contains the LS-GD code for training ResNet

Tensorflow-LSSGD

This directory contains the tensorflow implementation of LS-SGD

Dependence

https://github.com/locuslab/pytorch_fft

PyTorch version <= 0.3.0