Learning geometry and topology via multi-chart flows

30 May 2025

Papers citing "Learning geometry and topology via multi-chart flows"

28 / 28 papers shown

Title
Pulling back symmetric Riemannian geometry for data analysis W. Diepeveen 47 3 0 11 Mar 2024
Free-form Flows: Make Any Architecture a Normalizing Flow Felix Dräxler Peter Sorrenson Lea Zimmermann Armand Rousselot Ullrich Kothe TPM DRL AI4CE BDL 48 11 0 25 Oct 2023
Lifting Architectural Constraints of Injective Flows Peter Sorrenson Felix Dräxler Armand Rousselot Sander Hummerich Leandro Zimmerman Ullrich Kothe TPM AI4CE 46 9 0 02 Jun 2023
Flow Matching on General Geometries Ricky T. Q. Chen Y. Lipman AI4CE 64 77 0 07 Feb 2023
normflows: A PyTorch Package for Normalizing Flows Vincent Stimper David Liu Andrew Campbell V. Berenz Lukas Ryll Bernhard Schölkopf José Miguel Hernández-Lobato AI4CE 49 56 0 26 Jan 2023
Flow Matching for Generative Modeling Y. Lipman Ricky T. Q. Chen Heli Ben-Hamu Maximilian Nickel Matt Le OOD 114 1,189 0 06 Oct 2022
Neural Implicit Manifold Learning for Topology-Aware Density Estimation Brendan Leigh Ross Gabriel Loaiza-Ganem Anthony L. Caterini Jesse C. Cresswell AI4CE 55 3 0 22 Jun 2022
Diagnosing and Fixing Manifold Overfitting in Deep Generative Models Gabriel Loaiza-Ganem Brendan Leigh Ross Jesse C. Cresswell Anthony L. Caterini GAN DRL 38 29 0 14 Apr 2022
VQ-Flows: Vector Quantized Local Normalizing Flows Sahil Sidheekh Chris B. Dock Tushar Jain R. Balan M. Singh 48 8 0 22 Mar 2022
Density estimation on smooth manifolds with normalizing flows Dimitris Kalatzis J. Z. Ye Alison Pouplin Jesper Wohlert Søren Hauberg 44 5 0 07 Jun 2021
Rectangular Flows for Manifold Learning Anthony L. Caterini Gabriel Loaiza-Ganem Geoff Pleiss John P. Cunningham DRL 43 44 0 02 Jun 2021
Array Programming with NumPy Charles R. Harris K. Millman S. Walt R. Gommers Pauli Virtanen ... Tyler Reddy Warren Weckesser Hameer Abbasi C. Gohlke T. Oliphant 61 14,757 0 18 Jun 2020
Flows for simultaneous manifold learning and density estimation Johann Brehmer Kyle Cranmer DRL AI4CE 70 161 0 31 Mar 2020
Semi-Supervised Learning with Normalizing Flows Pavel Izmailov Polina Kirichenko Marc Finzi A. Wilson DRL BDL 69 114 0 30 Dec 2019
Chart Auto-Encoders for Manifold Structured Data Stefan C. Schonsheck Jie Chen Rongjie Lai DRL GNN 23 28 0 20 Dec 2019
Normalizing Flows for Probabilistic Modeling and Inference George Papamakarios Eric T. Nalisnick Danilo Jimenez Rezende S. Mohamed Balaji Lakshminarayanan TPM AI4CE 139 1,662 0 05 Dec 2019
Neural Spline Flows Conor Durkan Artur Bekasov Iain Murray George Papamakarios DRL 117 761 0 10 Jun 2019
Topological Autoencoders Michael Moor Max Horn Bastian Rieck Karsten Borgwardt 37 149 0 03 Jun 2019
Semi-Conditional Normalizing Flows for Semi-Supervised Learning Andrei Atanov Alexandra Volokhova Arsenii Ashukha Ivan Sosnovik Dmitry Vetrov BDL 43 42 0 01 May 2019
NeuTra-lizing Bad Geometry in Hamiltonian Monte Carlo Using Neural Transport Matthew Hoffman Pavel Sountsov Joshua V. Dillon I. Langmore Dustin Tran Srinivas Vasudevan BDL 48 106 0 09 Mar 2019
Pyro: Deep Universal Probabilistic Programming Eli Bingham Jonathan P. Chen M. Jankowiak F. Obermeyer Neeraj Pradhan Theofanis Karaletsos Rohit Singh Paul A. Szerlip Paul Horsfall Noah D. Goodman BDL GP 92 1,043 0 18 Oct 2018
Geodesic Clustering in Deep Generative Models Tao Yang Georgios Arvanitidis Dongmei Fu Xiaogang Li Søren Hauberg 26 28 0 13 Sep 2018
Only Bayes should learn a manifold (on the estimation of differential geometric structure from data) Søren Hauberg 31 33 0 13 Jun 2018
geomstats: a Python Package for Riemannian Geometry in Machine Learning Nina Miolane Johan Mathe Claire Donnat Mikael Jorda Xavier Pennec AI4CE 63 125 0 21 May 2018
Accelerating Natural Gradient with Higher-Order Invariance Yang Song Jiaming Song Stefano Ermon 30 21 0 04 Mar 2018
Latent Space Oddity: on the Curvature of Deep Generative Models Georgios Arvanitidis Lars Kai Hansen Søren Hauberg DRL 81 267 0 31 Oct 2017
Faster Eigenvector Computation via Shift-and-Invert Preconditioning Dan Garber Laurent Dinh Chi Jin Jascha Narain Sohl-Dickstein Samy Bengio Praneeth Netrapalli Aaron Sidford 185 3,681 0 26 May 2016
Automatic differentiation in machine learning: a survey A. G. Baydin Barak A. Pearlmutter Alexey Radul J. Siskind PINN AI4CE ODL 132 2,775 0 20 Feb 2015