Provable Robustness for Streaming Models with a Sliding Window

Aounon Kumar, Vinu Sankar Sadasivan, Soheil Feizi

The literature on provable robustness in machine learning has primarily focused on static prediction problems, such as image classification, in which input samples are assumed to b…