2 papers
cs.LG2024
Conformally Natural Families of Probability Distributions on Hyperbolic Disc with a View on Geometric Deep Learning
Vladimir Jacimovic, Marijan Markovic
We introduce the novel family of probability distributions on hyperbolic disc. The distinctive property of the proposed family is invariance under the actions of the group of disc-…
cs.LG2024
Kuramoto Oscillators and Swarms on Manifolds for Geometry Informed Machine Learning
Vladimir Jacimovic
We propose the idea of using Kuramoto models (including their higher-dimensional generalizations) for machine learning over non-Euclidean data sets. These models are systems of mat…