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Optimal Transport for Multi-source Domain Adaptation under Target Shift

13 March 2018

Papers citing "Optimal Transport for Multi-source Domain Adaptation under Target Shift"

50 / 84 papers shown

Title
Logical Consistency is Vital: Neural-Symbolic Information Retrieval for Negative-Constraint Queries Ganlin Xu Zhoujia Zhang Wangyi Mei Jiaqing Liang Weijia Lu Xiaodong Zhang Zhifei Yang Xiaofeng Ma Yanghua Xiao Deqing Yang NAI 10 0 0 28 May 2025
Discovering Fine-Grained Visual-Concept Relations by Disentangled Optimal Transport Concept Bottleneck Models Yan Xie Zequn Zeng Hao Zhang Yucheng Ding Yun Wang Zhengjue Wang Bo Chen Hongwei Liu OT 86 1 0 12 May 2025
Generalizable Prompt Learning of CLIP: A Brief Overview Fangming Cui Yonggang Zhang Xuan Wang Xule Wang Liang Xiao VPVLM VLM 514 1 0 03 Mar 2025
Unsupervised Cross-Domain Image Retrieval via Prototypical Optimal Transport Bin Li Ye-ling Shi Qian Yu Jingya Wang OT 99 2 0 31 Dec 2024
Advancing Prompt Learning through an External Layer Fangming Cui Xun Yang Chao Wu Liang Xiao Xinmei Tian VLM 126 3 0 29 Jul 2024
SKADA-Bench: Benchmarking Unsupervised Domain Adaptation Methods with Realistic Validation On Diverse Modalities Yanis Lalou Théo Gnassounou Antoine Collas Antoine de Mathelin Oleksii Kachaiev Ambroise Odonnat Alexandre Gramfort Thomas Moreau Rémi Flamary 234 0 0 16 Jul 2024
When Invariant Representation Learning Meets Label Shift: Insufficiency and Theoretical Insights You-Wei Luo Chuan-Xian Ren OOD 68 3 0 24 Jun 2024
Multi-source Unsupervised Domain Adaptation on Graphs with Transferability Modeling Tianxiang Zhao Dongsheng Luo Xiang Zhang Suhang Wang 52 3 0 14 Jun 2024
More is Better: Deep Domain Adaptation with Multiple Sources Sicheng Zhao Hui Chen Hu Huang Pengfei Xu Guiguang Ding 86 6 0 01 May 2024
What Is a Good Imputation Under MAR Missingness? Jeffrey Näf Erwan Scornet Julie Josse 63 2 0 28 Mar 2024
A Unified Optimal Transport Framework for Cross-Modal Retrieval with Noisy Labels Haocheng Han Minnan Luo Huan Liu Fang Nan 72 0 0 20 Mar 2024
Optimal Transport for Domain Adaptation through Gaussian Mixture Models Eduardo Fernandes Montesuma Fred-Maurice Ngole-Mboula Antoine Souloumiac OT 134 1 0 18 Mar 2024
Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval Haocheng Han Qinghua Zheng Guangwen Dai Minnan Luo Jingdong Wang 66 6 0 08 Mar 2024
Advancing Location-Invariant and Device-Agnostic Motion Activity Recognition on Wearable Devices Rebecca Adaimi Abdelkareem Bedri Jun Gong Richard Kang Joanna Arreaza-Taylor Gerri-Michelle Pascual Michael Ralph Gierad Laput HAI 89 1 0 06 Feb 2024
A Class-aware Optimal Transport Approach with Higher-Order Moment Matching for Unsupervised Domain Adaptation Tuan Nguyen Van Nguyen Trung Le He Zhao Quan Hung Tran Dinh Q. Phung OT 71 1 0 29 Jan 2024
The Synergy Between Optimal Transport Theory and Multi-Agent Reinforcement Learning Ali Baheri Mykel J. Kochenderfer OT 61 3 0 18 Jan 2024
A Unified Framework for Unsupervised Domain Adaptation based on Instance Weighting Jinjing Zhu Feiyang Ye Qiao Xiao Pengxin Guo Yu Zhang Qiang Yang 70 2 0 08 Dec 2023
Data Valuation and Detections in Federated Learning Wenqian Li Shuran Fu Fengrui Zhang Yan Pang FedML TDI 83 6 0 09 Nov 2023
A Specialized Semismooth Newton Method for Kernel-Based Optimal Transport Tianyi Lin Marco Cuturi Michael I. Jordan OT 73 0 0 21 Oct 2023
Gradual Domain Adaptation: Theory and Algorithms Yifei He Haoxiang Wang Bo Li Han Zhao CLL 133 6 0 20 Oct 2023
PatchCT: Aligning Patch Set and Label Set with Conditional Transport for Multi-Label Image Classification Miaoge Li Dongsheng Wang Xinyang Liu Zequn Zeng Ruiying Lu Bo Chen Mingyuan Zhou VLM OT 103 15 0 18 Jul 2023
Recent Advances in Optimal Transport for Machine Learning Eduardo Fernandes Montesuma Fred-Maurice Ngole-Mboula Antoine Souloumiac OOD OT 91 39 0 28 Jun 2023
Learning representations that are closed-form Monge mapping optimal with application to domain adaptation Oliver Struckmeier I. Redko Anton Mallasto Karol Arndt Markus Heinonen Ville Kyrki OT OOD 81 2 0 12 May 2023
Scalable Optimal Transport Methods in Machine Learning: A Contemporary Survey Abdelwahed Khamis Russell Tsuchida Mohamed Tarek V. Rolland Lars Petersson OT 128 14 0 08 May 2023
Algorithm-Dependent Bounds for Representation Learning of Multi-Source Domain Adaptation Qi Chen M. Marchand OOD 67 9 0 04 Apr 2023
Practicality of generalization guarantees for unsupervised domain adaptation with neural networks Adam Breitholtz Fredrik D. Johansson OOD 50 1 0 15 Mar 2023
Uncovering Challenges of Solving the Continuous Gromov-Wasserstein Problem Xavier Aramayo Carrasco Maksim Nekrashevich Petr Mokrov Evgeny Burnaev Alexander Korotin OT 98 7 0 10 Mar 2023
Domain Adaptation for Time Series Under Feature and Label Shifts Huan He Owen Queen Teddy Koker Consuelo Cuevas Theodoros Tsiligkaridis Marinka Zitnik AI4TS 109 70 0 06 Feb 2023
Learning Gradients of Convex Functions with Monotone Gradient Networks Shreyas Chaudhari Srinivasa Pranav J. M. F. Moura 61 7 0 25 Jan 2023
Wasserstein Barycenter-based Model Fusion and Linear Mode Connectivity of Neural Networks A. K. Akash Sixu Li Nicolas García Trillos 71 13 0 13 Oct 2022
InfoOT: Information Maximizing Optimal Transport Ching-Yao Chuang Stefanie Jegelka David Alvarez-Melis OT 109 12 0 06 Oct 2022
SoLar: Sinkhorn Label Refinery for Imbalanced Partial-Label Learning Haobo Wang Mingxuan Xia Yixuan Li Yuren Mao Lei Feng Gang Chen Jiaqi Zhao 97 40 0 21 Sep 2022
Optimal transport meets noisy label robust loss and MixUp regularization for domain adaptation Kilian Fatras Hiroki Naganuma Ioannis Mitliagkas OOD 49 6 0 22 Jun 2022
Meta Optimal Transport Brandon Amos Samuel N. Cohen Giulia Luise I. Redko OT 103 24 0 10 Jun 2022
Connecting adversarial attacks and optimal transport for domain adaptation Arip Asadulaev V. Shutov Alexander Korotin Alexander Panfilov Andrey Filchenkov OOD OT 55 0 0 30 May 2022
Neural Optimal Transport with General Cost Functionals Arip Asadulaev Alexander Korotin Vage Egiazarian Petr Mokrov Evgeny Burnaev OT 124 34 0 30 May 2022
Unbalanced CO-Optimal Transport Quang-Huy Tran H. Janati Nicolas Courty Rémi Flamary I. Redko Pinar Demetci Ritambhara Singh OT 62 11 0 30 May 2022
On the Convergence of Semi-Relaxed Sinkhorn with Marginal Constraint and OT Distance Gaps Takumi Fukunaga Hiroyuki Kasai OT 129 2 0 27 May 2022
OTAdapt: Optimal Transport-based Approach For Unsupervised Domain Adaptation Thanh-Dat Truong N. V. R. Chappa Xuan-Bac Nguyen Ngan Le Ashley Dowling Khoa Luu OOD OT 84 11 0 22 May 2022
A scalable deep learning approach for solving high-dimensional dynamic optimal transport Wei Wan Yuejin Zhang Chenglong Bao Bin Dong Zuoqiang Shi 49 6 0 16 May 2022
Understanding Gradual Domain Adaptation: Improved Analysis, Optimal Path and Beyond Haoxiang Wang Yue Liu Han Zhao OOD CLL 60 39 0 18 Apr 2022
Connecting sufficient conditions for domain adaptation: source-guided uncertainty, relaxed divergences and discrepancy localization Sofien Dhouib S. Maghsudi 73 2 0 09 Mar 2022
GAN Estimation of Lipschitz Optimal Transport Maps Alberto González Sanz Lucas de Lara Louis Bethune Jean-Michel Loubes OT 45 4 0 16 Feb 2022
Measure Estimation in the Barycentric Coding Model Matthew Werenski Ruijie Jiang Abiy Tasissa Shuchin Aeron James M. Murphy 89 14 0 28 Jan 2022
Parameter tuning and model selection in optimal transport with semi-dual Brenier formulation A. Vacher Franccois-Xavier Vialard OT 64 4 0 14 Dec 2021
Hierarchical Optimal Transport for Unsupervised Domain Adaptation Mourad El Hamri Younès Bennani Issam Falih Hamid Ahaggach OT 64 18 0 03 Dec 2021
On Learning Domain-Invariant Representations for Transfer Learning with Multiple Sources Trung-Nghia Phung Trung Le L. Vuong Toan M. Tran Anh Tran Hung Bui Dinh Q. Phung OOD AI4CE 75 19 0 27 Nov 2021
Mapping conditional distributions for domain adaptation under generalized target shift Matthieu Kirchmeyer A. Rakotomamonjy Emmanuel de Bézenac Patrick Gallinari OOD 94 24 0 26 Oct 2021
Label Propagation Through Optimal Transport Mourad El Hamri Younès Bennani Issam Falih OT 56 4 0 01 Oct 2021
Transport-based Counterfactual Models Lucas de Lara Alberto González Sanz Nicholas M. Asher Laurent Risser Jean-Michel Loubes 52 31 0 30 Aug 2021