Stochastic Optimal Control Matching

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Stochastic Optimal Control Matching

4 December 2023

Carles Domingo-Enrich

Joan Bruna

Ricky T. Q. Chen

ArXiv (abs)PDF HTML Github (35★)

Papers citing "Stochastic Optimal Control Matching"

15 / 15 papers shown

Title
A brief review of the Deep BSDE method for solving high-dimensional partial differential equations Jiequn Han Arnulf Jentzen Weinan E AI4CE 63 1 0 07 May 2025
Stochastic Optimal Control for Diffusion Bridges in Function Spaces Byoungwoo Park Jungwon Choi Sungbin Lim Juho Lee 128 3 0 31 May 2024
Improved sampling via learned diffusions Lorenz Richter Julius Berner DiffM 99 64 0 03 Jul 2023
An optimal control perspective on diffusion-based generative modeling Julius Berner Lorenz Richter Karen Ullrich DiffM 135 95 0 02 Nov 2022
Path Integral Sampler: a stochastic control approach for sampling Qinsheng Zhang Yongxin Chen DiffM 100 118 0 30 Nov 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 370 6,586 0 26 Nov 2020
Convergence Analysis of Machine Learning Algorithms for the Numerical Solution of Mean Field Control and Games: II -- The Finite Horizon Case René Carmona Mathieu Laurière 72 99 0 05 Aug 2019
Generative Modeling by Estimating Gradients of the Data Distribution Yang Song Stefano Ermon SyDa DiffM 258 3,961 0 12 Jul 2019
Neural Ordinary Differential Equations T. Chen Yulia Rubanova J. Bettencourt David Duvenaud AI4CE 446 5,168 0 19 Jun 2018
Deep Relaxation: partial differential equations for optimizing deep neural networks Pratik Chaudhari Adam M. Oberman Stanley Osher Stefano Soatto G. Carlier 150 154 0 17 Apr 2017
Sticking the Landing: Simple, Lower-Variance Gradient Estimators for Variational Inference Geoffrey Roeder Yuhuai Wu David Duvenaud BDL 142 202 0 27 Mar 2017
Safe and Efficient Off-Policy Reinforcement Learning Rémi Munos T. Stepleton Anna Harutyunyan Marc G. Bellemare OffRL 138 618 0 08 Jun 2016
Variational Inference with Normalizing Flows Danilo Jimenez Rezende S. Mohamed DRL BDL 322 4,197 0 21 May 2015
Adaptive importance sampling for control and inference H. Kappen Hans Christian Ruiz 83 101 0 07 May 2015
Infinite-Horizon Policy-Gradient Estimation Jonathan Baxter Peter L. Bartlett 109 812 0 03 Jun 2011