On Collective Robustness of Bagging Against Data Poisoning

Ruoxin Chen, Zenan Li, Jie Li, Junchi Yan, Chentao Wu

Abstract: Bootstrap aggregating (bagging) is an effective ensemble protocol, which is believed can enhance robustness by its majority voting mechanism. Recent works further prove the sample-wise robustness c...