Clustering DINO representations via K-means and LDA filters poisoned speech samples, reducing attack success rate from 99.75% to 0.25% at 10% poisoning level.
Venomave: Clean- label poisoning against speech recognition,
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Clustering Unsupervised Representations as Defense against Poisoning Attacks on Speech Commands Classification System
Clustering DINO representations via K-means and LDA filters poisoned speech samples, reducing attack success rate from 99.75% to 0.25% at 10% poisoning level.