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Links to robust model checkpoints
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andrewilyas committed Sep 19, 2019
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Expand Up @@ -113,10 +113,10 @@ entry below) if you use these models in your research.*

CIFAR L2-norm (ResNet50):

- `ε = 0.0 <https://robustmodels.s3.us-east-2.amazonaws.com/cifar_nat.pt>`_ (standard training)
- `ε = 0.25 <https://robustmodels.s3.us-east-2.amazonaws.com/cifar_eps_0_25.pt>`_
- `ε = 0.5 <https://robustmodels.s3.us-east-2.amazonaws.com/cifar_eps_0_5.pt>`_
- `ε = 1.0 <https://robustmodels.s3.us-east-2.amazonaws.com/cifar_eps_1_0.pt>`_
- `ε = 0.0 <https://www.dropbox.com/s/yhpp4yws7sgi6lj/cifar_nat.pt?dl=0>`_ (standard training)
- `ε = 0.25 <https://www.dropbox.com/s/2qsp7pt6t7uo71w/cifar_l2_0_25.pt?dl=0>`_
- `ε = 0.5 <https://www.dropbox.com/s/1zazwjfzee7c8i4/cifar_l2_0_5.pt?dl=0>`_
- `ε = 1.0 <https://www.dropbox.com/s/s2x7thisiqxz095/cifar_l2_1_0.pt?dl=0>`_

For each (model, ε-test) combination we evaluate 20-step and 100-step PGD with a
step size of `2.5 * ε-test / num_steps`. Since these two accuracies are quite
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