Generative modeling of time-dependent densities via optimal transport
and projection pursuit

Generative modeling of time-dependent densities via optimal transport and projection pursuit

19 April 2023

Jonah Botvinick-Greenhouse

Yunan Yang

Papers citing "Generative modeling of time-dependent densities via optimal transport and projection pursuit"

13 / 13 papers shown

Title
Panda: A pretrained forecast model for universal representation of chaotic dynamics Jeffrey Lai Anthony Bao William Gilpin AI4TS AI4CE 80 0 0 19 May 2025
MD-NOMAD: Mixture density nonlinear manifold decoder for emulating stochastic differential equations and uncertainty propagation Akshay Thakur Souvik Chakraborty 53 1 0 24 Apr 2024
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 257 30,123 0 01 Mar 2022
Large-scale optimal transport map estimation using projection pursuit Cheng Meng Y. Ke Jingyi Zhang Mengrui Zhang Wenxuan Zhong Ping Ma OT 42 38 0 09 Jun 2021
Score-Based Generative Modeling through Stochastic Differential Equations Yang Song Jascha Narain Sohl-Dickstein Diederik P. Kingma Abhishek Kumar Stefano Ermon Ben Poole DiffM SyDa 323 6,444 0 26 Nov 2020
Multivariate Probabilistic Time Series Forecasting via Conditioned Normalizing Flows Kashif Rasul Abdul-Saboor Sheikh Ingmar Schuster Urs M. Bergmann Roland Vollgraf BDL AI4TS AI4CE 89 185 0 14 Feb 2020
TrajectoryNet: A Dynamic Optimal Transport Network for Modeling Cellular Dynamics Alexander Tong Jessie Huang Guy Wolf David van Dijk Smita Krishnaswamy 62 170 0 09 Feb 2020
Quant GANs: Deep Generation of Financial Time Series Magnus Wiese R. Knobloch R. Korn Peter Kretschmer GAN AI4TS AIFin 65 277 0 15 Jul 2019
Neural Jump Stochastic Differential Equations Junteng Jia Austin R. Benson BDL 57 225 0 24 May 2019
Physics-Informed Generative Adversarial Networks for Stochastic Differential Equations Siyu Dai Shawn Schaffert Andreas G. Hofmann 111 365 0 05 Nov 2018
Neural Ordinary Differential Equations T. Chen Yulia Rubanova J. Bettencourt David Duvenaud AI4CE 399 5,099 0 19 Jun 2018
Computational Optimal Transport Gabriel Peyré Marco Cuturi OT 211 2,146 0 01 Mar 2018
Kernel density estimation via diffusion Z. Botev J. Grotowski D. Kroese 125 1,519 0 11 Nov 2010