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High-quality implementations of standard and SOTA methods on a variety of tasks.

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Migrate files from /third_party/py/uncertainty_baselines/experimental/shoshin to /third_party/py/skai. Small fixes to adhere to /third_party/py build requirements.

Provides detailed instructions and runscripts walking through the download of EyePACS and APTOS datasets required to run the RETINA Benchmark.

I'm new here and setting up the environment for CIFER and MNIST baselines on Colab. However, I got the following error for all baselines: `Exception ignored in: Traceback (most recent...

**Code Base**: ttps://colab.research.google.com/github/google/uncertainty-baselines/blob/main/experimental/plex/plex_vit_demo.ipynb#scrollTo=pPDwLwWxZ5Yz **CPU** backend **Error** on cell 16: Failed to get url https://s3-us-west-2.amazonaws.com/imagenetv2public/imagenetv2-matched-frequency.tar.gz. HTTP code: 403.

In the plex_vit_demo.ipynb notebook demo, the library input_utils is not importing. It gives the errors: ``` --------------------------------------------------------------------------- TypeError Traceback (most recent call last) [](https://3eh0tszcb2z-496ff2e9c6d22116-0-colab.googleusercontent.com/outputframe.html?vrz=colab-20230227-060155-RC00_512581258#) in 16 import uncertainty_baselines as ub...

I have spotted a few issues in the new baselines in `baselines/privileged_information/cifar_pi`: 1. The local imports in the baselines (e.g., utils.py, ood_utils.py, pi_utils.py) are not recognised when you run as...