On the representation and learning of monotone triangular transport maps

On the representation and learning of monotone triangular transport maps

22 September 2020

Ricardo Baptista

Youssef Marzouk

Papers citing "On the representation and learning of monotone triangular transport maps"

12 / 12 papers shown

Title
Verification and Validation for Trustworthy Scientific Machine Learning John D. Jakeman Lorena A. Barba J. Martins Thomas O'Leary-Roseberry AI4CE 78 0 0 21 Feb 2025
Variational Bayesian Optimal Experimental Design with Normalizing Flows Jiayuan Dong Christian L. Jacobsen Mehdi Khalloufi Maryam Akram Wanjiao Liu Karthik Duraisamy Xun Huan BDL 88 7 0 08 Apr 2024
Sparse approximation of triangular transports. Part II: the infinite dimensional case Jakob Zech Youssef Marzouk 35 19 0 28 Jul 2021
Benchmarking Simulation-Based Inference Jan-Matthis Lueckmann Jan Boelts David S. Greenberg P. J. Gonçalves Jakob H. Macke 179 192 0 12 Jan 2021
Learning non-Gaussian graphical models via Hessian scores and triangular transport Ricardo Baptista Youssef Marzouk Rebecca E. Morrison O. Zahm 47 23 0 08 Jan 2021
Convex Potential Flows: Universal Probability Distributions with Optimal Transport and Convex Optimization Chin-Wei Huang Ricky T. Q. Chen Christos Tsirigotis Aaron Courville OT 141 97 0 10 Dec 2020
Normalizing Flows for Probabilistic Modeling and Inference George Papamakarios Eric T. Nalisnick Danilo Jimenez Rezende S. Mohamed Balaji Lakshminarayanan TPM AI4CE 133 1,662 0 05 Dec 2019
Glow: Generative Flow with Invertible 1x1 Convolutions Diederik P. Kingma Prafulla Dhariwal BDL DRL 201 3,110 0 09 Jul 2018
Neural Autoregressive Flows Chin-Wei Huang David M. Krueger Alexandre Lacoste Aaron Courville DRL AI4CE 79 436 0 03 Apr 2018
Beyond normality: Learning sparse probabilistic graphical models in the non-Gaussian setting Rebecca E. Morrison Ricardo Baptista Youssef Marzouk CML 52 26 0 02 Nov 2017
RNADE: The real-valued neural autoregressive density-estimator Benigno Uria Iain Murray Hugo Larochelle 80 237 0 02 Jun 2013
Bayesian Inference with Optimal Maps Tarek A. El-Moselhy Youssef M. Marzouk 64 289 0 07 Sep 2011