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cs.LG2022★ 1 cited
Deletion Inference, Reconstruction, and Compliance in Machine (Un)Learning
Ji Gao, Sanjam Garg, Mohammad Mahmoody +1
Privacy attacks on machine learning models aim to identify the data that is used to train such models. Such attacks, traditionally, are studied on static models that are trained on…
cs.LG2021
Learning and Certification under Instance-targeted Poisoning
Ji Gao, Amin Karbasi, Mohammad Mahmoody
In this paper, we study PAC learnability and certification of predictions under instance-targeted poisoning attacks, where the adversary who knows the test instance may change a fr…