holisticai.robustness.attackers#
Binary Classification
Implementation of the HopSkipJump attack from Jianbo et al. (2019). |
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The black-box zeroth-order optimization attack from Pin-Yu Chen et al. (2018). |
Regression
LinRegGDPoisoner implements a gradient-based poisoning attack for regression models by using an ordinary least squares regression model at its core. |
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RidgeGDPoisoner implements a gradient-based poisoning attack for regression models, designed to inject malicious data points into the training dataset to manipulate the model's learned parameters and degrade its predictive performance. |