Unbalanced minibatch Optimal Transport; applications to Domain Adaptation

5 March 2021

Papers citing "Unbalanced minibatch Optimal Transport; applications to Domain Adaptation"

43 / 93 papers shown

Title
Robust Estimation under the Wasserstein Distance Sloan Nietert Rachel Cummings Ziv Goldfeld 30 4 0 02 Feb 2023
Improving and generalizing flow-based generative models with minibatch optimal transport Alexander Tong Kilian Fatras Nikolay Malkin G. Huguet Yanlei Zhang Jarrid Rector-Brooks Guy Wolf Yoshua Bengio OOD DiffM OT 37 230 0 01 Feb 2023
Sliced Optimal Partial Transport Yikun Bai Bernhard Schmitzer Matthew Thorpe Soheil Kolouri OT 13 20 0 15 Dec 2022
Regularized Optimal Transport Layers for Generalized Global Pooling Operations Hongteng Xu Minjie Cheng 36 4 0 13 Dec 2022
Modeling Hierarchical Structural Distance for Unsupervised Domain Adaptation Yingxue Xu Guihua Wen Yang Hu Pei Yang OT 22 4 0 21 Nov 2022
Unbalanced Optimal Transport, from Theory to Numerics Thibault Séjourné Gabriel Peyré Franccois-Xavier Vialard OT 25 47 0 16 Nov 2022
Unified Optimal Transport Framework for Universal Domain Adaptation Wanxing Chang Ye Shi H. Tuan Jingya Wang OT 13 59 0 31 Oct 2022
Budget-Constrained Bounds for Mini-Batch Estimation of Optimal Transport David Alvarez-Melis Nicolò Fusi Lester W. Mackey Tal Wagner OT 21 1 0 24 Oct 2022
Transferring Knowledge via Neighborhood-Aware Optimal Transport for Low-Resource Hate Speech Detection Tulika Bose Irina Illina Dominique Fohr 21 0 0 17 Oct 2022
Neural Unbalanced Optimal Transport via Cycle-Consistent Semi-Couplings Frederike Lubeck Charlotte Bunne Gabriele Gut J. Castillo L. Pelkmans David Alvarez-Melis OT 16 20 0 30 Sep 2022
Continual Variational Autoencoder Learning via Online Cooperative Memorization Fei Ye A. Bors CLL 6 16 0 20 Jul 2022
On making optimal transport robust to all outliers Kilian Fatras OT 19 0 0 23 Jun 2022
Optimal transport meets noisy label robust loss and MixUp regularization for domain adaptation Kilian Fatras Hiroki Naganuma Ioannis Mitliagkas OOD 16 6 0 22 Jun 2022
Unbalanced CO-Optimal Transport Quang-Huy Tran H. Janati Nicolas Courty Rémi Flamary I. Redko Pinar Demetci Ritambhara Singh OT 27 11 0 30 May 2022
Divide to Adapt: Mitigating Confirmation Bias for Domain Adaptation of Black-Box Predictors Jianfei Yang Xiangyu Peng K. Wang Zheng Hua Zhu Jiashi Feng Lihua Xie Yang You 24 27 0 28 May 2022
On the Convergence of Semi-Relaxed Sinkhorn with Marginal Constraint and OT Distance Gaps Takumi Fukunaga Hiroyuki Kasai OT 94 2 0 27 May 2022
Unsupervised Reinforcement Adaptation for Class-Imbalanced Text Classification Yuexin Wu Xiaolei Huang 22 3 0 26 May 2022
Multi-level Consistency Learning for Semi-supervised Domain Adaptation Zizheng Yan Yushuang Wu Guanbin Li Yipeng Qin Xiaoguang Han Shuguang Cui 14 32 0 09 May 2022
Connecting sufficient conditions for domain adaptation: source-guided uncertainty, relaxed divergences and discrepancy localization Sofien Dhouib S. Maghsudi 28 2 0 09 Mar 2022
Partial Wasserstein Adversarial Network for Non-rigid Point Set Registration Zifeng Wang Nan Xue Ling Lei Guisong Xia 3DPC 23 3 0 04 Mar 2022
Sobolev Transport: A Scalable Metric for Probability Measures with Graph Metrics Tam Le Truyen V. Nguyen Dinh Q. Phung Viet Anh Nguyen OT 12 15 0 22 Feb 2022
Improving Molecular Representation Learning with Metric Learning-enhanced Optimal Transport Fang Wu Nicolas Courty Shuting Jin Stan Z. Li OOD OT 18 8 0 13 Feb 2022
On Unbalanced Optimal Transport: Gradient Methods, Sparsity and Approximation Error Quang Minh Nguyen Hoang H. Nguyen Yi Zhou Lam M. Nguyen OT 23 11 0 08 Feb 2022
Faster Unbalanced Optimal Transport: Translation invariant Sinkhorn and 1-D Frank-Wolfe Thibault Séjourné Franccois-Xavier Vialard Gabriel Peyré OT 14 18 0 03 Jan 2022
Reciprocal Normalization for Domain Adaptation Zhiyong Huang Kekai Sheng Ke Li Jian Liang Taiping Yao Weiming Dong D. Zhou Xing Sun 35 11 0 20 Dec 2021
UMAD: Universal Model Adaptation under Domain and Category Shift Jian Liang Dapeng Hu Jiashi Feng R. He 26 30 0 16 Dec 2021
Matching for causal effects via multimarginal unbalanced optimal transport F. Gunsilius Yuliang Xu CML OT 27 5 0 08 Dec 2021
TimeMatch: Unsupervised Cross-Region Adaptation by Temporal Shift Estimation Joachim Nyborg Charlotte Pelletier Sébastien Lefèvre Ira Assent OOD AI4TS 14 42 0 04 Nov 2021
Outlier-Robust Optimal Transport: Duality, Structure, and Statistical Analysis Sloan Nietert Rachel Cummings Ziv Goldfeld OT 10 26 0 02 Nov 2021
Unsupervised Domain Adaptation for LiDAR Panoptic Segmentation Borna Bevsić Nikhil Gosala Daniele Cattaneo Abhinav Valada 22 21 0 30 Sep 2021
Embedding Signals on Knowledge Graphs with Unbalanced Diffusion Earth Mover's Distance Alexander Tong G. Huguet Dennis L. Shung A. Natik Manik Kuchroo Guillaume Lajoie Guy Wolf Smita Krishnaswamy 16 6 0 26 Jul 2021
k-Mixup Regularization for Deep Learning via Optimal Transport Kristjan Greenewald Anming Gu Mikhail Yurochkin Justin Solomon Edward Chien 28 17 0 05 Jun 2021
DINE: Domain Adaptation from Single and Multiple Black-box Predictors Jian Liang Dapeng Hu Jiashi Feng R. He 18 77 0 04 Apr 2021
LCDNet: Deep Loop Closure Detection and Point Cloud Registration for LiDAR SLAM Daniele Cattaneo Matteo Vaghi Abhinav Valada 3DPC 24 158 0 08 Mar 2021
On Transportation of Mini-batches: A Hierarchical Approach Khai Nguyen Dang Nguyen Quoc Nguyen Tung Pham Hung Bui Dinh Q. Phung Trung Le Nhat Ho OT 13 18 0 11 Feb 2021
Functional optimal transport: map estimation and domain adaptation for functional data Jiacheng Zhu Aritra Guha Dat Do Mengdi Xu X. Nguyen Ding Zhao OT 24 7 0 07 Feb 2021
Minibatch optimal transport distances; analysis and applications Kilian Fatras Younes Zine Szymon Majewski Rémi Flamary Rémi Gribonval Nicolas Courty OT 63 53 0 05 Jan 2021
MMD-Regularized Unbalanced Optimal Transport Piyushi Manupriya SakethaNath Jagarlapudi Pratik Jawanpuria OT 24 5 0 10 Nov 2020
Cross-Domain Facial Expression Recognition: A Unified Evaluation Benchmark and Adversarial Graph Learning Tianshui Chen Tao Pu Hefeng Wu Yuan Xie Lingbo Liu Liang Lin 6 98 0 03 Aug 2020
A Balanced and Uncertainty-aware Approach for Partial Domain Adaptation Jian Liang Yunbo Wang Dapeng Hu R. He Jiashi Feng 169 105 0 05 Mar 2020
On Unbalanced Optimal Transport: An Analysis of Sinkhorn Algorithm Khiem Pham Khang Le Nhat Ho Tung Pham Hung Bui OT 53 82 0 09 Feb 2020
Sinkhorn Divergences for Unbalanced Optimal Transport Thibault Séjourné Jean Feydy Franccois-Xavier Vialard A. Trouvé Gabriel Peyré OT 14 71 0 28 Oct 2019
Wasserstein Adversarial Regularization (WAR) on label noise Kilian Fatras B. Bushan Sylvain Lobry Rémi Flamary D. Tuia Nicolas Courty 11 24 0 08 Apr 2019