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Alexander Branch

1 accepted papers

2024

PureGen: Universal Data Purification for Train-Time Poison Defense via Generative Model Dynamics

NeurIPS 2024poster

Train-time data poisoning attacks threaten machine learning models by introducing adversarial examples during training, leading to misclassification. Current defense methods often reduce generalization performance, are attack-specific, and impose significant training overhead. To address this, we in…