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- W4221162405 abstract "Randomized smoothing is considered to be the state-of-the-art provable defense against adversarial perturbations. However, it heavily exploits the fact that classifiers map input objects to class probabilities and do not focus on the ones that learn a metric space in which classification is performed by computing distances to embeddings of classes prototypes. In this work, we extend randomized smoothing to few-shot learning models that map inputs to normalized embeddings. We provide analysis of Lipschitz continuity of such models and derive robustness certificate against $ell_2$-bounded perturbations that may be useful in few-shot learning scenarios. Our theoretical results are confirmed by experiments on different datasets." @default.
- W4221162405 created "2022-04-03" @default.
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- W4221162405 date "2022-02-02" @default.
- W4221162405 modified "2023-09-27" @default.
- W4221162405 title "Smoothed Embeddings for Certified Few-Shot Learning" @default.
- W4221162405 doi "https://doi.org/10.48550/arxiv.2202.01186" @default.
- W4221162405 hasPublicationYear "2022" @default.
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