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News/HOMER: Huber-of-Means for Efficient and Robust Estimation in Hilbert Spaces
arxiv
PublishedJuly 31, 2026 at 4:00 AM
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HOMER: Huber-of-Means for Efficient and Robust Estimation in Hilbert Spaces

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arXiv:2607.27532v1 Announce Type: cross 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 aggrega

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