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20232026
most citedSQ Lower Bounds for Non-Gaussian Component Analysis with Weaker Assumptions

1 citations · 2 across the 30 of their papers we have counts for

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math.ST2026

Adaptive Robust Confidence Sets in High Dimensions

Ilias Diakonikolas, Chao Gao, Daniel M. Kane +1

We study adaptive confidence sets for mean vectors of multivariate Gaussians with identity covariance under Huber contamination when the contamination proportion is unknown. We sho…

math.ST2026

Robust Regression with Adaptive Contamination in Response: Optimal Rates and Computational Barriers

Ilias Diakonikolas, Chao Gao, Daniel M. Kane +2

We study robust regression under a contamination model in which covariates are clean while the responses may be corrupted in an adaptive manner. Unlike the classical Huber's contam…