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missing data 2adversarial corruption 1gaussian mean estimation 1high-dimensional statistics 1information-theoretic bounds 1linear regression 1realizable contamination 1robust statistics 1statistical query lower bounds 1

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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…