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cs.LG2019
An Investigation of Data Poisoning Defenses for Online Learning
Yizhen Wang, Somesh Jha, Kamalika Chaudhuri
Data poisoning attacks -- where an adversary can modify a small fraction of training data, with the goal of forcing the trained classifier to high loss -- are an important threat f…
cs.LG2018
Data Poisoning Attacks against Online Learning
Yizhen Wang, Kamalika Chaudhuri
We consider data poisoning attacks, a class of adversarial attacks on machine learning where an adversary has the power to alter a small fraction of the training data in order to m…