update README
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README.md
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README.md
@ -17,7 +17,6 @@ Some methods use knowledge distillation (KD), which require pre-trained models.
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## [Network Pruning via Transformable Architecture Search](https://arxiv.org/abs/1905.09717)
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<img src="https://d-x-y.github.com/resources/paper-icon/NIPS-2019-TAS.png" width="700">
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Use `bash ./scripts/prepare.sh` to prepare data splits for `CIFAR-10`, `CIFARR-100`, and `ILSVRC2012`.
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@ -43,6 +42,7 @@ args: `cifar10` indicates the dataset name, `ResNet56` indicates the basemodel n
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## One-Shot Neural Architecture Search via Self-Evaluated Template Network
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<img src="https://d-x-y.github.com/resources/paper-icon/ICCV-2019-SETN.png" width="550">
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Train the searched SETN-searched CNN on CIFAR-10, CIFAR-100, and ImageNet.
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```
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CUDA_VISIBLE_DEVICES=0 bash ./scripts/nas-infer-train.sh cifar10 SETN 96 -1
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@ -55,6 +55,8 @@ Searching codes come soon!
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## [Searching for A Robust Neural Architecture in Four GPU Hours](http://openaccess.thecvf.com/content_CVPR_2019/papers/Dong_Searching_for_a_Robust_Neural_Architecture_in_Four_GPU_Hours_CVPR_2019_paper.pdf)
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<img src="https://d-x-y.github.com/resources/paper-icon/CVPR-2019-GDAS.png" width="450">
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The old version is located at [`others/GDAS`](https://github.com/D-X-Y/NAS-Projects/tree/master/others/GDAS) and a paddlepaddle implementation is locate at [`others/paddlepaddle`](https://github.com/D-X-Y/NAS-Projects/tree/master/others/paddlepaddle).
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Train the searched GDAS-searched CNN on CIFAR-10, CIFAR-100, and ImageNet.
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@ -83,10 +85,10 @@ If you find that this project helps your research, please consider citing some o
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year = {2019}
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}
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@inproceedings{dong2019search,
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title={Searching for A Robust Neural Architecture in Four GPU Hours},
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author={Dong, Xuanyi and Yang, Yi},
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booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
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pages={1761--1770},
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year={2019}
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title = {Searching for A Robust Neural Architecture in Four GPU Hours},
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author = {Dong, Xuanyi and Yang, Yi},
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booktitle = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
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pages = {1761--1770},
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year = {2019}
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}
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```
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