2021
On Robust Mean Estimation under Coordinate-level Corruption
ICML 2021spotlight
We study the problem of robust mean estimation and introduce a novel Hamming distance-based measure of distribution shift for coordinate-level corruptions. We show that this measure yields adversary models that capture more realistic corruptions than those used in prior works, and present an informa…