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Neural Unbalanced Optimal Transport via Cycle-Consistent Semi-Couplings

Neural Unbalanced Optimal Transport via Cycle-Consistent Semi-Couplings

30 September 2022
Frederike Lubeck
Charlotte Bunne
Gabriele Gut
J. Castillo
L. Pelkmans
David Alvarez-Melis
    OT
ArXiv (abs)PDFHTML

Papers citing "Neural Unbalanced Optimal Transport via Cycle-Consistent Semi-Couplings"

14 / 14 papers shown
Branched Schrödinger Bridge Matching
Sophia Tang
Yinuo Zhang
Alexander Tong
Pranam Chatterjee
340
2
0
10 Jun 2025
Towards generalizable single-cell perturbation modeling via the Conditional Monge Gap
Towards generalizable single-cell perturbation modeling via the Conditional Monge Gap
Alice Driessen
Benedek Harsanyi
Marianna Rapsomaniki
Jannis Born
AI4CE
268
2
0
11 Apr 2025
Neural Optimal Transport with Lagrangian Costs
Neural Optimal Transport with Lagrangian Costs
Aram-Alexandre Pooladian
Carles Domingo-Enrich
Ricky T. Q. Chen
Brandon Amos
OT
454
21
0
01 Jun 2024
Unbalancedness in Neural Monge Maps Improves Unpaired Domain Translation
Unbalancedness in Neural Monge Maps Improves Unpaired Domain TranslationInternational Conference on Learning Representations (ICLR), 2023
L. Eyring
Dominik Klein
Théo Uscidda
Giovanni Palla
Niki Kilbertus
Zeynep Akata
Fabian J. Theis
OT
334
29
0
25 Nov 2023
Entropic (Gromov) Wasserstein Flow Matching with GENOT
Entropic (Gromov) Wasserstein Flow Matching with GENOT
Dominik Klein
Théo Uscidda
Fabian J. Theis
Marco Cuturi
OT
457
2
0
13 Oct 2023
Unbalanced Diffusion Schrödinger Bridge
Unbalanced Diffusion Schrödinger Bridge
Matteo Pariset
Ya-Ping Hsieh
Charlotte Bunne
Andreas Krause
Valentin De Bortoli
DiffMOT
343
10
0
15 Jun 2023
Generative Modeling through the Semi-dual Formulation of Unbalanced
  Optimal Transport
Generative Modeling through the Semi-dual Formulation of Unbalanced Optimal TransportNeural Information Processing Systems (NeurIPS), 2023
Jaemoo Choi
Jaewoong Choi
Myung-joo Kang
OT
688
36
0
24 May 2023
Multisample Flow Matching: Straightening Flows with Minibatch Couplings
Multisample Flow Matching: Straightening Flows with Minibatch CouplingsInternational Conference on Machine Learning (ICML), 2023
Aram-Alexandre Pooladian
Heli Ben-Hamu
Carles Domingo-Enrich
Brandon Amos
Y. Lipman
Ricky T. Q. Chen
401
231
0
28 Apr 2023
Light Unbalanced Optimal Transport
Light Unbalanced Optimal TransportNeural Information Processing Systems (NeurIPS), 2023
Milena Gazdieva
Arip Asadulaev
Alexander Korotin
Evgeny Burnaev
OT
481
5
0
14 Mar 2023
The Monge Gap: A Regularizer to Learn All Transport Maps
The Monge Gap: A Regularizer to Learn All Transport MapsInternational Conference on Machine Learning (ICML), 2023
Théo Uscidda
Marco Cuturi
OT
260
38
0
09 Feb 2023
Extremal Domain Translation with Neural Optimal Transport
Extremal Domain Translation with Neural Optimal TransportNeural Information Processing Systems (NeurIPS), 2023
Milena Gazdieva
Alexander Korotin
Daniil Selikhanovych
Evgeny Burnaev
OT
483
18
0
30 Jan 2023
Minimax estimation of discontinuous optimal transport maps: The
  semi-discrete case
Minimax estimation of discontinuous optimal transport maps: The semi-discrete caseInternational Conference on Machine Learning (ICML), 2023
Aram-Alexandre Pooladian
Vincent Divol
Jonathan Niles-Weed
OT
364
28
0
26 Jan 2023
On amortizing convex conjugates for optimal transport
On amortizing convex conjugates for optimal transportInternational Conference on Learning Representations (ICLR), 2022
Brandon Amos
OT
393
34
0
21 Oct 2022
Action Matching: Learning Stochastic Dynamics from Samples
Action Matching: Learning Stochastic Dynamics from SamplesInternational Conference on Machine Learning (ICML), 2022
Kirill Neklyudov
Rob Brekelmans
Daniel de Souza Severo
Alireza Makhzani
468
81
0
13 Oct 2022
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