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Towards A Conceptually Simple Defensive Approach for Few-shot classifiers Against Adversarial Support Samples


Oct 24, 2021
Yi Xiang Marcus Tan, Penny Chong, Jiamei Sun, Ngai-man Cheung, Yuval Elovici, Alexander Binder

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* arXiv admin note: text overlap with arXiv:2012.06330 

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Detection of Adversarial Supports in Few-shot Classifiers Using Feature Preserving Autoencoders and Self-Similarity


Dec 09, 2020
Yi Xiang Marcus Tan, Penny Chong, Jiamei Sun, Yuval Elovici, Alexander Binder

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Deja vu from the SVM Era: Example-based Explanations with Outlier Detection


Nov 11, 2020
Penny Chong, Yuval Elovici, Alexander Binder

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Simple and Effective Prevention of Mode Collapse in Deep One-Class Classification


Jan 28, 2020
Penny Chong, Lukas Ruff, Marius Kloft, Alexander Binder

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