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 # Energy-based Out-of-distribution Detection (Energy OOD)
 
-This repository is the official implementation of [Energy-based Out-of-distribution Detection](https://arxiv.org/abs/2010.03759) by Weitang Liu, Xiaoyun Wang, John Owens and Yixuan Li. This method is an effective and easy OOD detector with and without fine-tuning. Our code is modified from [Outlier-Exposure](https://github.com/hendrycks/outlier-exposure).
+This repository is the official implementation of [Energy-based Out-of-distribution Detection](https://arxiv.org/abs/2010.03759) by Weitang Liu, Xiaoyun Wang, John Owens and Yixuan Li. This method is an effective and easy OOD detector with and without fine-tuning. Our code is implemented with courtesy of [Outlier-Exposure](https://github.com/hendrycks/outlier-exposure). If you have any code related questions, such as [this issue](https://github.com/wetliu/energy_ood/issues/9) and [this issue](https://github.com/wetliu/energy_ood/issues/2), we highly recommened to check the couterpart in [Outlier-Exposure](https://github.com/hendrycks/outlier-exposure). 
 
 ![image](https://github.com/wetliu/energy_ood/blob/master/demo_figs/energy-ood.png)