Partially Observed Trajectory Inference using Optimal Transport and a Dynamics Prior

11 June 2024

Papers citing "Partially Observed Trajectory Inference using Optimal Transport and a Dynamics Prior"

22 / 22 papers shown

Title
Joint Velocity-Growth Flow Matching for Single-Cell Dynamics Modeling Dongyi Wang Yuanwei Jiang Zhenyi Zhang Xiang Gu Peijie Zhou Jian Sun 63 0 0 19 May 2025
Mirror Mean-Field Langevin Dynamics Anming Gu Juno Kim 54 0 0 05 May 2025
Learning stochastic dynamics from snapshots through regularized unbalanced optimal transport Zhenyi Zhang Tiejun Li Peijie Zhou OT 185 9 0 01 Oct 2024
Mamba: Linear-Time Sequence Modeling with Selective State Spaces Albert Gu Tri Dao Mamba 114 2,552 0 01 Dec 2023
Manifold learning in Wasserstein space Keaton Hamm Caroline Moosmüller Bernhard Schmitzer Matthew Thorpe 72 5 0 14 Nov 2023
Nonlinear Filtering with Brenier Optimal Transport Maps Mohammad Al-Jarrah Niyizhen Jin Bamdad Hosseini Amirhossein Taghvaei 52 3 0 21 Oct 2023
Flow Factorized Representation Learning Yue Song Thomas Anderson Keller N. Sebe Max Welling DRL OOD 89 3 0 22 Sep 2023
Manifold Learning with Sparse Regularised Optimal Transport Stephen X. Zhang Gilles Mordant Tetsuya Matsumoto Geoffrey Schiebinger OT 49 12 0 19 Jul 2023
Latent Traversals in Generative Models as Potential Flows Yue Song Andy Keller N. Sebe Max Welling DRL 73 10 0 25 Apr 2023
Uniform-in-time propagation of chaos for mean field Langevin dynamics Fan Chen Zhenjie Ren Song-bo Wang 73 30 0 06 Dec 2022
Trajectory Inference via Mean-field Langevin in Path Space Lénaïc Chizat Stephen X. Zhang Matthieu Heitz Geoffrey Schiebinger 45 24 0 14 May 2022
The Schrödinger Bridge between Gaussian Measures has a Closed Form Charlotte Bunne Ya-Ping Hsieh Marco Cuturi Andreas Krause OT 52 49 0 11 Feb 2022
Convex Analysis of the Mean Field Langevin Dynamics Atsushi Nitanda Denny Wu Taiji Suzuki MLT 82 65 0 25 Jan 2022
Proximal Optimal Transport Modeling of Population Dynamics Charlotte Bunne Laetitia Meng-Papaxanthos Andreas Krause Marco Cuturi OT 68 85 0 11 Jun 2021
Score-based Generative Modeling in Latent Space Arash Vahdat Karsten Kreis Jan Kautz DiffM 39 667 0 10 Jun 2021
Fast and Smooth Interpolation on Wasserstein Space Sinho Chewi Julien Clancy Thibaut Le Gouic Philippe Rigollet George Stepaniants Austin J. Stromme 33 24 0 22 Oct 2020
TrajectoryNet: A Dynamic Optimal Transport Network for Modeling Cellular Dynamics Alexander Tong Jessie Huang Guy Wolf David van Dijk Smita Krishnaswamy 57 167 0 09 Feb 2020
Mean-Field Langevin Dynamics and Energy Landscape of Neural Networks Kaitong Hu Zhenjie Ren David Siska Lukasz Szpruch MLT 41 105 0 19 May 2019
Analysis of a Two-Layer Neural Network via Displacement Convexity Adel Javanmard Marco Mondelli Andrea Montanari MLT 78 57 0 05 Jan 2019
Computational Optimal Transport Gabriel Peyré Marco Cuturi OT 166 2,133 0 01 Mar 2018
Near-linear time approximation algorithms for optimal transport via Sinkhorn iteration Jason M. Altschuler Jonathan Niles-Weed Philippe Rigollet OT 66 587 0 26 May 2017
Sinkhorn Distances: Lightspeed Computation of Optimal Transportation Distances Marco Cuturi OT 168 4,210 0 04 Jun 2013