Provably Convergent Schrödinger Bridge with Applications to
Probabilistic Time Series Imputation

Provably Convergent Schrödinger Bridge with Applications to Probabilistic Time Series Imputation

12 May 2023

Yikai Zhang

Anderson Schneider

Yuriy Nevmyvaka

Papers citing "Provably Convergent Schrödinger Bridge with Applications to Probabilistic Time Series Imputation"

11 / 11 papers shown

Title
UNITS: A Unified Multi-Task Time Series Model Shanghua Gao Teddy Koker Owen Queen Thomas Hartvigsen Theodoros Tsiligkaridis Marinka Zitnik AI4TS 36 15 0 29 Feb 2024
Deep Learning for Multivariate Time Series Imputation: A Survey Jun Wang Wenjie Du Wei Cao Keli Zhang Wenjia Wang Yuxuan Liang Qingsong Wen Yuxuan Liang Qingsong Wen AI4TS BDL SyDa 38 38 0 06 Feb 2024
Reflected Schrödinger Bridge for Constrained Generative Modeling Wei Deng Yu Chen Nicole Tianjiao Yang Hengrong Du Qi Feng Ricky T. Q. Chen 23 7 0 06 Jan 2024
Deep Momentum Multi-Marginal Schrödinger Bridge T. Chen Guan-Horng Liu Molei Tao Evangelos A. Theodorou 20 9 0 03 Mar 2023
Neural Conservation Laws: A Divergence-Free Perspective Jack Richter-Powell Y. Lipman Ricky T. Q. Chen 41 50 0 04 Oct 2022
Sampling is as easy as learning the score: theory for diffusion models with minimal data assumptions Sitan Chen Sinho Chewi Jungshian Li Yuanzhi Li Adil Salim Anru R. Zhang DiffM 128 246 0 22 Sep 2022
Likelihood Training of Schrödinger Bridge using Forward-Backward SDEs Theory T. Chen Guan-Horng Liu Evangelos A. Theodorou DiffM OT 172 160 0 21 Oct 2021
Multi-Time Attention Networks for Irregularly Sampled Time Series Satya Narayan Shukla Benjamin M. Marlin AI4TS 108 183 0 25 Jan 2021
A Contour Stochastic Gradient Langevin Dynamics Algorithm for Simulations of Multi-modal Distributions Wei Deng Guang Lin F. Liang BDL 34 27 0 19 Oct 2020
Uncertainty-Aware Variational-Recurrent Imputation Network for Clinical Time Series A. Mulyadi E. Jun Heung-Il Suk BDL 62 57 0 02 Mar 2020
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 205 1,895 0 06 Jun 2016