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2026 1

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Riemannian Networks over Full-Rank Correlation Matrices

cs.LG · 2026-05-18 · unverdicted · novelty 7.0

Riemannian networks are introduced for the full-rank correlation matrix manifold by extending MLR, FC, and convolutional layers to five geometries with backpropagation methods for two, showing effectiveness over SPD and Grassmannian baselines.

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  • Riemannian Networks over Full-Rank Correlation Matrices cs.LG · 2026-05-18 · unverdicted · none · ref 3

    Riemannian networks are introduced for the full-rank correlation matrix manifold by extending MLR, FC, and convolutional layers to five geometries with backpropagation methods for two, showing effectiveness over SPD and Grassmannian baselines.