most citedTowards AI-Driven Policing: Interdisciplinary Knowledge Discovery from Police Body-Worn Camera Footage

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stat.ML2026

Multi-Head Attention as Ensemble Nadaraya-Watson Estimation: Variance Reduction, Decorrelation, and Optimal Head Diversity

Ernest Fokoué

We develop a rigorous statistical theory of multi-head attention (MHA) as an ensemble of Nadaraya-Watson (NW) kernel regression estimators. Building on the algebraic identity betwe…