arXiv stat.ML
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HOMER: Huber-of-Means for Efficient and Robust Estimation in Hilbert Spaces
arXiv:2607.27532v1 Announce Type: new Abstract: Heavy tails weaken high-confidence control for the empirical mean. Geometric median-of-means (MOM) also lacks a threshold that moves toward mean efficiency. We propose emph{HOMER}, or Huber-of-Means for Efficient and Robust Estimation. HOMER aggregates block means throug