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2002.03293
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On Unbalanced Optimal Transport: An Analysis of Sinkhorn Algorithm
International Conference on Machine Learning (ICML), 2020
9 February 2020
Khiem Pham
Khang Le
Nhat Ho
Tung Pham
Hung Bui
OT
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Papers citing
"On Unbalanced Optimal Transport: An Analysis of Sinkhorn Algorithm"
44 / 44 papers shown
Experts-Guided Unbalanced Optimal Transport for ISP Learning from Unpaired and/or Paired Data
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139
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05 Dec 2025
TopV: Compatible Token Pruning with Inference Time Optimization for Fast and Low-Memory Multimodal Vision Language Model
Computer Vision and Pattern Recognition (CVPR), 2025
Cheng Yang
Yang Sui
Jinqi Xiao
Lingyi Huang
Yu Gong
...
Jinghua Yan
Y. Bai
P. Sadayappan
Helen Zhou
Bo Yuan
VLM
495
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0
24 Mar 2025
Your contrastive learning problem is secretly a distribution alignment problem
Neural Information Processing Systems (NeurIPS), 2025
Zihao Chen
Chi-Heng Lin
Ran Liu
Jingyun Xiao
Eva L. Dyer
403
3
0
27 Feb 2025
On Barycenter Computation: Semi-Unbalanced Optimal Transport-based Method on Gaussians
Ngoc-Hai Nguyen
Dung D. Le
Hoang Nguyen
Tung Pham
Nhat Ho
OT
335
1
0
10 Oct 2024
Dude: Dual Distribution-Aware Context Prompt Learning For Large Vision-Language Model
D. M. Nguyen
An T. Le
Trung Q. Nguyen
Nghiem Tuong Diep
Tai Nguyen
D. Duong-Tran
Jan Peters
Li Shen
Mathias Niepert
Daniel Sonntag
VLM
229
7
0
05 Jul 2024
Get more for less: Principled Data Selection for Warming Up Fine-Tuning in LLMs
International Conference on Learning Representations (ICLR), 2024
Feiyang Kang
H. Just
Yifan Sun
Himanshu Jahagirdar
Yuanzhi Zhang
Rongxing Du
Anit Kumar Sahu
Ruoxi Jia
206
38
0
05 May 2024
Approximate Algorithms For
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k
-Sparse Wasserstein Barycenter With Outliers
Qingyuan Yang
Hu Ding
228
3
0
20 Apr 2024
An inexact Bregman proximal point method and its acceleration version for unbalanced optimal transport
Xiang Chen
Faqiang Wang
Jun Liu
Lipeng Cui
OT
311
1
0
26 Feb 2024
On Partial Optimal Transport: Revising the Infeasibility of Sinkhorn and Efficient Gradient Methods
Anh Duc Nguyen
Tuan Dung Nguyen
Quang Minh Nguyen
Hoang H. Nguyen
Lam M. Nguyen
Kim-Chuan Toh
OT
269
5
0
21 Dec 2023
Optimal Transport with Cyclic Symmetry
AAAI Conference on Artificial Intelligence (AAAI), 2023
Shoichiro Takeda
Yasunori Akagi
Naoki Marumo
Kenta Niwa
136
1
0
22 Nov 2023
Optimal Transport for Treatment Effect Estimation
Neural Information Processing Systems (NeurIPS), 2023
Hao Wang
Zhichao Chen
Jiajun Fan
Haoxuan Li
Tianqiao Liu
Weiming Liu
Quanyu Dai
Yichao Wang
Zhenhua Dong
Ruiming Tang
OT
CML
316
56
0
27 Oct 2023
Group-blind optimal transport to group parity and its constrained variants
Quan-Gen Zhou
Georgios Korpas
255
3
0
17 Oct 2023
Topological Node2vec: Enhanced Graph Embedding via Persistent Homology
Journal of machine learning research (JMLR), 2023
Yasuaki Hiraoka
Yusuke Imoto
Killian Meehan
Théo Lacombe
Toshiaki Yachimura
227
9
0
15 Sep 2023
Safe Screening for Unbalanced Optimal Transport
Xun Su
Zhongxi Fang
Hiroyuki Kasai
OT
311
0
0
01 Jul 2023
Importance Sparsification for Sinkhorn Algorithm
Journal of machine learning research (JMLR), 2023
Mengyun Li
Jun Yu
Tao Li
Cheng Meng
OT
406
14
0
11 Jun 2023
Unbalanced Low-rank Optimal Transport Solvers
Neural Information Processing Systems (NeurIPS), 2023
M. Scetbon
Stephen Zhang
Giovanni Palla
Marco Cuturi
OT
244
6
0
31 May 2023
Generative Modeling through the Semi-dual Formulation of Unbalanced Optimal Transport
Neural Information Processing Systems (NeurIPS), 2023
Jaemoo Choi
Jaewoong Choi
Myung-joo Kang
OT
680
36
0
24 May 2023
Scalable Optimal Transport Methods in Machine Learning: A Contemporary Survey
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Abdelwahed Khamis
Russell Tsuchida
Mohamed Tarek
V. Rolland
Lars Petersson
OT
501
34
0
08 May 2023
Light Unbalanced Optimal Transport
Neural Information Processing Systems (NeurIPS), 2023
Milena Gazdieva
Arip Asadulaev
Alexander Korotin
Evgeny Burnaev
OT
478
5
0
14 Mar 2023
Scalable Unbalanced Sobolev Transport for Measures on a Graph
International Conference on Artificial Intelligence and Statistics (AISTATS), 2023
Tam Le
Truyen V. Nguyen
Kenji Fukumizu
OT
311
12
0
24 Feb 2023
Optimal Transport for Change Detection on LiDAR Point Clouds
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2023
M. Fiorucci
Peter Naylor
M. Yamada
3DPC
292
1
0
14 Feb 2023
Outlier-Robust Gromov-Wasserstein for Graph Data
Neural Information Processing Systems (NeurIPS), 2023
Lemin Kong
Jiajin Li
Jianheng Tang
Anthony Man-Cho So
281
9
0
09 Feb 2023
Improved Rate of First Order Algorithms for Entropic Optimal Transport
International Conference on Artificial Intelligence and Statistics (AISTATS), 2023
Yiling Luo
Yiling Xie
X. Huo
216
11
0
23 Jan 2023
Regularized Optimal Transport Layers for Generalized Global Pooling Operations
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Hongteng Xu
Minjie Cheng
309
6
0
13 Dec 2022
Hierarchical Policy Blending As Optimal Transport
Conference on Learning for Dynamics & Control (L4DC), 2022
An T. Le
Kay Hansel
Jan Peters
Georgia Chalvatzaki
OT
397
11
0
04 Dec 2022
Neural Unbalanced Optimal Transport via Cycle-Consistent Semi-Couplings
Frederike Lubeck
Charlotte Bunne
Gabriele Gut
J. Castillo
L. Pelkmans
David Alvarez-Melis
OT
316
23
0
30 Sep 2022
Convolutional Persistence Transforms
Journal of Applied and Computational Topology (JACT), 2022
Yitzchak Elchanan Solomon
Paul Bendich
183
2
0
03 Aug 2022
On making optimal transport robust to all outliers
Kilian Fatras
OT
164
0
0
23 Jun 2022
Hilbert Curve Projection Distance for Distribution Comparison
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Tao Li
Cheng Meng
Hongteng Xu
Jun Yu
435
16
0
30 May 2022
Unbalanced CO-Optimal Transport
AAAI Conference on Artificial Intelligence (AAAI), 2022
Quang-Huy Tran
H. Janati
Nicolas Courty
Rémi Flamary
I. Redko
Pinar Demetci
Ritambhara Singh
OT
254
17
0
30 May 2022
On the Convergence of Semi-Relaxed Sinkhorn with Marginal Constraint and OT Distance Gaps
Takumi Fukunaga
Hiroyuki Kasai
OT
271
2
0
27 May 2022
Efficient Approximation of Gromov-Wasserstein Distance Using Importance Sparsification
Journal of Computational And Graphical Statistics (JCGS), 2022
Mengyu Li
Jun Yu
Hongteng Xu
Cheng Meng
270
23
0
26 May 2022
On Unbalanced Optimal Transport: Gradient Methods, Sparsity and Approximation Error
Journal of machine learning research (JMLR), 2022
Quang Minh Nguyen
Hoang H. Nguyen
Yi Zhou
Lam M. Nguyen
OT
274
18
0
08 Feb 2022
Revisiting Global Pooling through the Lens of Optimal Transport
Minjie Cheng
Hongteng Xu
185
0
0
23 Jan 2022
Faster Unbalanced Optimal Transport: Translation invariant Sinkhorn and 1-D Frank-Wolfe
International Conference on Artificial Intelligence and Statistics (AISTATS), 2022
Thibault Séjourné
Franccois-Xavier Vialard
Gabriel Peyré
OT
301
26
0
03 Jan 2022
COTReg:Coupled Optimal Transport based Point Cloud Registration
Guofeng Mei
Xiaoshui Huang
Litao Yu
Jian Zhang
Bennamoun
3DPC
210
9
0
29 Dec 2021
Matching for causal effects via multimarginal unbalanced optimal transport
F. Gunsilius
Yuliang Xu
CML
OT
224
8
0
08 Dec 2021
On Multimarginal Partial Optimal Transport: Equivalent Forms and Computational Complexity
Khang Le
Huy Nguyen
Tung Pham
Nhat Ho
OT
205
10
0
18 Aug 2021
Unbalanced minibatch Optimal Transport; applications to Domain Adaptation
International Conference on Machine Learning (ICML), 2021
Kilian Fatras
Thibault Séjourné
Nicolas Courty
Rémi Flamary
OT
255
179
0
05 Mar 2021
On Robust Optimal Transport: Computational Complexity and Barycenter Computation
Neural Information Processing Systems (NeurIPS), 2021
Khang Le
Huy Le Nguyen
Quang H. Nguyen
Tung Pham
Hung Bui
Nhat Ho
OT
236
42
0
13 Feb 2021
Entropy Partial Transport with Tree Metrics: Theory and Practice
International Conference on Artificial Intelligence and Statistics (AISTATS), 2021
Tam Le
Truyen V. Nguyen
OT
258
17
0
24 Jan 2021
MMD-Regularized Unbalanced Optimal Transport
Piyushi Manupriya
SakethaNath Jagarlapudi
Pratik Jawanpuria
OT
1.2K
6
0
10 Nov 2020
MinMax Methods for Optimal Transport and Beyond: Regularization, Approximation and Numerics
L. Aquino
Stephan Eckstein
OT
220
9
0
22 Oct 2020
The Unbalanced Gromov Wasserstein Distance: Conic Formulation and Relaxation
Neural Information Processing Systems (NeurIPS), 2020
Thibault Séjourné
François-Xavier Vialard
Gabriel Peyré
OT
424
88
0
09 Sep 2020
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