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update README

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@ -53,6 +53,10 @@ You can also find some pre-trained models in [Google Driver](https://drive.googl
<img src="data/imagenet-results.png" width="700">
Figure-2. Top-1 and top-5 errors on ImageNet.
### Correction
The Gumbel-softmax tempurature during searching should decrease from 10 to 0.1.
### Citation
If you find that this project (GDAS) helps your research, please cite the paper:
```