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Towards Noise-adaptive, Problem-adaptive Stochastic Gradient Descent

https://arxiv.org/abs/2110.11442

Experiments

Run the experiments using the command below:

python trainval.py -e $exp_{BENCHMARK} -sb ${SAVEDIR_BASE} -r 1

with the placeholders defined as follows.

{BENCHMARK}

Defines the dataset and regularization constant for the experiments

  • mushrooms, ijcnn, rcv1

{SAVEDIR_BASE}

Defines the absolute path to where the results will be saved.

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