Trajectory Inference via Mean-field Langevin in Path Space

Trajectory Inference via Mean-field Langevin in Path Space

14 May 2022

Lénaïc Chizat

Stephen X. Zhang

Geoffrey Schiebinger

Papers citing "Trajectory Inference via Mean-field Langevin in Path Space"

14 / 14 papers shown

Title
Mirror Mean-Field Langevin Dynamics Anming Gu Juno Kim 31 0 0 05 May 2025
Trajectory Inference with Smooth Schrödinger Bridges Wanli Hong Yuliang Shi Jonathan Niles-Weed 38 0 0 01 Mar 2025
Identifying Drift, Diffusion, and Causal Structure from Temporal Snapshots Vincent Guan Joseph Janssen Hossein Rahmani Andrew Warren Stephen X. Zhang Elina Robeva Geoffrey Schiebinger DiffM 41 2 0 30 Oct 2024
Learning stochastic dynamics from snapshots through regularized unbalanced optimal transport Zhenyi Zhang Tiejun Li Peijie Zhou OT 143 5 0 01 Oct 2024
Plug-in estimation of Schrödinger bridges Aram-Alexandre Pooladian Jonathan Niles-Weed DiffM OT 43 1 0 21 Aug 2024
Partially Observed Trajectory Inference using Optimal Transport and a Dynamics Prior Anming Gu Edward Chien Kristjan Greenewald 44 4 0 11 Jun 2024
Neural McKean-Vlasov Processes: Distributional Dependence in Diffusion Processes Haoming Yang Ali Hasan Yuting Ng Vahid Tarokh DiffM 37 4 0 15 Apr 2024
Minimizing Convex Functionals over Space of Probability Measures via KL Divergence Gradient Flow Rentian Yao Linjun Huang Yun Yang 21 3 0 01 Nov 2023
Stochastic force inference via density estimation Victor Chardès S. Maddu Michael J. Shelley DiffM 11 3 0 03 Oct 2023
Wasserstein Mirror Gradient Flow as the limit of the Sinkhorn Algorithm Nabarun Deb Young-Heon Kim Soumik Pal Geoffrey Schiebinger 16 12 0 31 Jul 2023
Deep Momentum Multi-Marginal Schrödinger Bridge T. Chen Guan-Horng Liu Molei Tao Evangelos A. Theodorou 25 9 0 03 Mar 2023
Action Matching: Learning Stochastic Dynamics from Samples Kirill Neklyudov Rob Brekelmans Daniel de Souza Severo Alireza Makhzani 19 41 0 13 Oct 2022
Convex Analysis of the Mean Field Langevin Dynamics Atsushi Nitanda Denny Wu Taiji Suzuki MLT 59 64 0 25 Jan 2022
Towards a mathematical theory of trajectory inference Hugo Lavenant Stephen X. Zhang Young-Heon Kim Geoffrey Schiebinger 21 40 0 18 Feb 2021