NAS on noisy data

Requirements

Python == 3.7.4, PyTorch == 1.1.0, torchvision == 0.3.0

Dataset

Neural Architecture Search

python train_search.py

Architecture Evaluation

python train.py --auxiliary --cutout # CIFAR-10 python train_tinyimagenet.py --auxiliary # Tiny ImageNet

Architecture Test

python test.py --auxiliary --model_path cifar10_model.pt # CIFAR-10 python test_tinyimagenet.py --auxiliary --model_path imagenet_model.pt # Tiny Imagenet

Acknowledgement

The codes of this paper are based on the codes of DARTS (https://github.com/quark0/darts). We appreciate DARTS's codes and thank the authors of DARTS.