Manifold Geometry Meets Logistic Regression: The Rise of Hypergyroplanes

1 Dec 2024

Explore how hypergyroplanes and pseudo-gyrodistances revolutionize multinomial logistic regression in structure spaces, adapting it to the Riemannian manifold

Reformulating Neural Layers on SPD Manifolds

1 Dec 2024

Learn how hypergyroplanes and pseudo-gyrodistance redefine fully connected and convolutional layers for SPD neural networks

Researchers Unlock Advanced Building Blocks for Neural Networks on Matrix Manifolds

1 Dec 2024

Explore the foundational layers and gyrovector space-inspired advancements in neural networks on SPD and Grassmann manifolds

Matrix Manifold Neural Networks

1 Dec 2024

Discover how advanced gyrovector space theories are driving innovations in deep neural networks on SPD and Grassmann manifolds.