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Adam Chojecki, Pawe l Morgen, and Bartosz Ko lodziejek

2 Pith papers cite this work. Polarity classification is still indexing.

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2026 2

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Symmetry-Aware Convex Shrinkage for High-Dimensional Covariance Estimation

stat.ME · 2026-05-16 · unverdicted · novelty 7.0 · 2 refs

Introduces symmetry-aware convex shrinkage for high-dimensional covariance estimation by selecting a symmetry group via held-out negative log-likelihood and proving regret bounds plus dominance over Ledoit-Wolf under a match condition.

Barycentric Projections of Optimal Transport Plans on Riemannian Manifolds

stat.ML · 2026-06-06 · unverdicted · novelty 6.0

Introduces intrinsic barycentric projection via conditional Fréchet means as the optimal deterministic map under squared geodesic loss for OT couplings on Riemannian manifolds, plus a tangential log-exp projection with Euclidean exactness and Monge compatibility.

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  • Barycentric Projections of Optimal Transport Plans on Riemannian Manifolds stat.ML · 2026-06-06 · unverdicted · none · ref 3

    Introduces intrinsic barycentric projection via conditional Fréchet means as the optimal deterministic map under squared geodesic loss for OT couplings on Riemannian manifolds, plus a tangential log-exp projection with Euclidean exactness and Monge compatibility.