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- W4386076229 abstract "Adversarial training is widely used to make classifiers robust to a specific threat or adversary, such as lp- norm bounded perturbations of a given p-norm. However, existing methods for training classifiers robust to multiple threats require knowledge of all attacks during training and remain vulnerable to unseen distribution shifts. In this work, we describe how to obtain adversarially-robust model soups (i.e., linear combinations of parameters) that smoothly trade-off robustness to different lp-norm bounded adversaries. We demonstrate that such soups allow us to control the type and level of robustness, and can achieve robustness to all threats without jointly training on all of them. In some cases, the resulting model soups are more robust to a given lp-norm adversary than the constituent model specialized against that same adversary. Finally, we show that adversarially-robust model soups can be a viable tool to adapt to distribution shifts from a few examples." @default.
- W4386076229 created "2023-08-23" @default.
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- W4386076229 date "2023-06-01" @default.
- W4386076229 modified "2023-09-27" @default.
- W4386076229 title "Seasoning Model Soups for Robustness to Adversarial and Natural Distribution Shifts" @default.
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- W4386076229 doi "https://doi.org/10.1109/cvpr52729.2023.01185" @default.
- W4386076229 hasPublicationYear "2023" @default.
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