Search Results for author: Armand Rousselot

Found 6 papers, 5 papers with code

Learning Distributions on Manifolds with Free-form Flows

1 code implementation15 Dec 2023 Peter Sorrenson, Felix Draxler, Armand Rousselot, Sander Hummerich, Ullrich Köthe

Many real world data, particularly in the natural sciences and computer vision, lie on known Riemannian manifolds such as spheres, tori or the group of rotation matrices.

Lifting Architectural Constraints of Injective Flows

2 code implementations2 Jun 2023 Peter Sorrenson, Felix Draxler, Armand Rousselot, Sander Hummerich, Lea Zimmermann, Ullrich Köthe

Normalizing Flows explicitly maximize a full-dimensional likelihood on the training data.

Generative Invertible Quantum Neural Networks

1 code implementation24 Feb 2023 Armand Rousselot, Michael Spannowsky

Invertible Neural Networks (INN) have become established tools for the simulation and generation of highly complex data.

Cannot find the paper you are looking for? You can Submit a new open access paper.