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Joint Distribution Optimal Transportation for Domain Adaptation
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Joint Distribution Optimal Transportation for Domain Adaptation

Nicolas Courty
Rémi Flamary
Amaury Habrard
A. Rakotomamonjy
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Papers citing "Joint Distribution Optimal Transportation for Domain Adaptation"

50 / 302 papers shown
SKADA-Bench: Benchmarking Unsupervised Domain Adaptation Methods with Realistic Validation On Diverse Modalities
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
550
1
0
16 Jul 2024
Simplifying Source-Free Domain Adaptation for Object Detection: Effective Self-Training Strategies and Performance Insights
Simplifying Source-Free Domain Adaptation for Object Detection: Effective Self-Training Strategies and Performance Insights
Yan Hao
Florent Forest
Olga Fink
TTAObjD
277
20
0
10 Jul 2024
Weakly Supervised Test-Time Domain Adaptation for Object Detection
Weakly Supervised Test-Time Domain Adaptation for Object Detection
Anh-Dzung Doan
Bach Long Nguyen
Terry Lim
M. Jayawardhana
Surabhi Gupta
Christophe Guettier
Ian Reid
Markus Wagner
Tat-Jun Chin
TTA
171
1
0
08 Jul 2024
Optimal Transport for Latent Integration with An Application to Heterogeneous Neuronal Activity Data
Optimal Transport for Latent Integration with An Application to Heterogeneous Neuronal Activity Data
Yubai Yuan
Babak Shahbaba
Norbert Fortin
Keiland W Cooper
Qing Nie
Annie Qu
99
0
0
27 Jun 2024
Estimating Long-term Heterogeneous Dose-response Curve: Generalization Bound Leveraging Optimal Transport Weights
Estimating Long-term Heterogeneous Dose-response Curve: Generalization Bound Leveraging Optimal Transport Weights
Zeqin Yang
Weilin Chen
Ruichu Cai
Yuguang Yan
Zhifeng Hao
Zhipeng Yu
Zhichao Zou
Jixing Xu
Zhen Peng
Jiecheng Guo
371
3
0
27 Jun 2024
Multi-source Unsupervised Domain Adaptation on Graphs with Transferability Modeling
Multi-source Unsupervised Domain Adaptation on Graphs with Transferability ModelingKnowledge Discovery and Data Mining (KDD), 2024
Tianxiang Zhao
Dongsheng Luo
Xiang Zhang
Suhang Wang
304
5
0
14 Jun 2024
Domain Adaptation with Cauchy-Schwarz Divergence
Domain Adaptation with Cauchy-Schwarz Divergence
Wenzhe Yin
Shujian Yu
Yicong Lin
Jie Li
Jan-Jakob Sonke
E. Gavves
247
7
0
30 May 2024
Efficient Trajectory Inference in Wasserstein Space Using Consecutive Averaging
Efficient Trajectory Inference in Wasserstein Space Using Consecutive Averaging
Amartya Banerjee
Harlin Lee
Nir Sharon
Caroline Moosmüller
285
8
0
30 May 2024
Statistical and Computational Guarantees of Kernel Max-Sliced Wasserstein Distances
Statistical and Computational Guarantees of Kernel Max-Sliced Wasserstein Distances
Jie Wang
M. Boedihardjo
Yao Xie
416
3
0
24 May 2024
Optimal Aggregation of Prediction Intervals under Unsupervised Domain Shift
Optimal Aggregation of Prediction Intervals under Unsupervised Domain ShiftNeural Information Processing Systems (NeurIPS), 2024
Jiawei Ge
Debarghya Mukherjee
Jianqing Fan
266
4
0
16 May 2024
Revisiting Deep Audio-Text Retrieval Through the Lens of Transportation
Revisiting Deep Audio-Text Retrieval Through the Lens of TransportationInternational Conference on Learning Representations (ICLR), 2024
Manh Luong
Khai Nguyen
Nhat Ho
Reza Haf
D.Q. Phung
Lizhen Qu
OTAuLLM
239
16
0
16 May 2024
Neural Estimation Of Entropic Optimal Transport
Neural Estimation Of Entropic Optimal Transport
Tao Wang
Ziv Goldfeld
OT
257
3
0
10 May 2024
Get more for less: Principled Data Selection for Warming Up Fine-Tuning in LLMs
Get more for less: Principled Data Selection for Warming Up Fine-Tuning in LLMsInternational Conference on Learning Representations (ICLR), 2024
Feiyang Kang
H. Just
Yifan Sun
Himanshu Jahagirdar
Yuanzhi Zhang
Rongxing Du
Anit Kumar Sahu
Ruoxi Jia
189
31
0
05 May 2024
Test-time Assessment of a Model's Performance on Unseen Domains via Optimal Transport
Test-time Assessment of a Model's Performance on Unseen Domains via Optimal Transport
Akshay Mehra
Yunbei Zhang
Jihun Hamm
OOD
186
1
0
02 May 2024
A Universal Metric of Dataset Similarity for Cross-silo Federated Learning
A Universal Metric of Dataset Similarity for Cross-silo Federated Learning
Ahmed Elhussein
Gamze Gürsoy
FedMLOOD
328
3
0
29 Apr 2024
Causally Inspired Regularization Enables Domain General Representations
Causally Inspired Regularization Enables Domain General Representations
Olawale Salaudeen
Oluwasanmi Koyejo
OODCML
178
4
0
25 Apr 2024
Hierarchical Hybrid Sliced Wasserstein: A Scalable Metric for Heterogeneous Joint Distributions
Hierarchical Hybrid Sliced Wasserstein: A Scalable Metric for Heterogeneous Joint Distributions
Khai Nguyen
Nhat Ho
OT3DV
261
6
0
23 Apr 2024
Generalizable Motion Policies through Keypoint Parameterization and Transportation Maps
Generalizable Motion Policies through Keypoint Parameterization and Transportation Maps
Giovanni Franzese
Ravi Prakash
Cosimo Della Santina
Jens Kober
OOD
177
2
0
20 Apr 2024
A Weight-aware-based Multi-source Unsupervised Domain Adaptation Method for Human Motion Intention Recognition
A Weight-aware-based Multi-source Unsupervised Domain Adaptation Method for Human Motion Intention Recognition
Xiao-Yin Liu
Guo-Tao Li
Xiao-Hu Zhou
Xu Liang
Zeng-Guang Hou
358
10
0
19 Apr 2024
Optimal Transport for Fairness: Archival Data Repair using Small Research Data Sets
Optimal Transport for Fairness: Archival Data Repair using Small Research Data Sets
Abigail Langbridge
Anthony Quinn
Robert Shorten
195
5
0
20 Mar 2024
Selecting informative conformal prediction sets with false coverage rate control
Selecting informative conformal prediction sets with false coverage rate control
Ulysse Gazin
Ruth Heller
Ariane Marandon
Étienne Roquain
402
6
0
18 Mar 2024
Stylized Face Sketch Extraction via Generative Prior with Limited Data
Stylized Face Sketch Extraction via Generative Prior with Limited Data
Kwan Yun
Kwanggyoon Seo
Chang Wook Seo
Soyeon Yoon
Seongcheol Kim
Soohyun Ji
Amirsaman Ashtari
Junyong Noh
CVBM
246
10
0
17 Mar 2024
Towards Robust Out-of-Distribution Generalization Bounds via Sharpness
Towards Robust Out-of-Distribution Generalization Bounds via SharpnessInternational Conference on Learning Representations (ICLR), 2024
Yingtian Zou
Kenji Kawaguchi
Yingnan Liu
Jiashuo Liu
Yang Deng
Wynne Hsu
232
10
0
11 Mar 2024
A Sinkhorn-type Algorithm for Constrained Optimal Transport
A Sinkhorn-type Algorithm for Constrained Optimal Transport
Xun Tang
Holakou Rahmanian
Michael Shavlovsky
K. K. Thekumparampil
Tesi Xiao
Lexing Ying
178
3
0
08 Mar 2024
Sinkhorn Distance Minimization for Knowledge Distillation
Sinkhorn Distance Minimization for Knowledge Distillation
Xiao Cui
Yulei Qin
Yuting Gao
Enwei Zhang
Zihan Xu
Tong Wu
Ke Li
Xing Sun
Wen-gang Zhou
Houqiang Li
206
19
0
27 Feb 2024
A Framework for Bilevel Optimization on Riemannian Manifolds
A Framework for Bilevel Optimization on Riemannian ManifoldsNeural Information Processing Systems (NeurIPS), 2024
Andi Han
Bamdev Mishra
Pratik Jawanpuria
Akiko Takeda
163
8
0
06 Feb 2024
A Class-aware Optimal Transport Approach with Higher-Order Moment Matching for Unsupervised Domain Adaptation
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
187
1
0
29 Jan 2024
LanDA: Language-Guided Multi-Source Domain Adaptation
LanDA: Language-Guided Multi-Source Domain Adaptation
Zhenbin Wang
Lei Zhang
Lituan Wang
Minjuan Zhu
218
14
0
25 Jan 2024
Enhancing selectivity using Wasserstein distance based reweighing
Enhancing selectivity using Wasserstein distance based reweighing
Pratik Worah
OOD
316
0
0
21 Jan 2024
Accelerating Sinkhorn Algorithm with Sparse Newton Iterations
Accelerating Sinkhorn Algorithm with Sparse Newton IterationsInternational Conference on Learning Representations (ICLR), 2024
Xun Tang
Michael Shavlovsky
Holakou Rahmanian
Elisa Tardini
K. K. Thekumparampil
Tesi Xiao
Lexing Ying
OT
200
10
0
20 Jan 2024
Towards Identifiable Unsupervised Domain Translation: A Diversified Distribution Matching Approach
Towards Identifiable Unsupervised Domain Translation: A Diversified Distribution Matching Approach
Sagar Shrestha
Xiao Fu
312
4
0
18 Jan 2024
Semidefinite Relaxations of the Gromov-Wasserstein Distance
Semidefinite Relaxations of the Gromov-Wasserstein Distance
Junyu Chen
Binh T. Nguyen
Yong Sheng Soh
OT
195
7
0
22 Dec 2023
On Partial Optimal Transport: Revising the Infeasibility of Sinkhorn and Efficient Gradient Methods
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
224
4
0
21 Dec 2023
A Unified Framework for Unsupervised Domain Adaptation based on Instance Weighting
A Unified Framework for Unsupervised Domain Adaptation based on Instance Weighting
Jinjing Zhu
Feiyang Ye
Qiao Xiao
Pengxin Guo
Yu Zhang
Qiang Yang
192
2
0
08 Dec 2023
Calibrated Adaptive Teacher for Domain Adaptive Intelligent Fault Diagnosis
Calibrated Adaptive Teacher for Domain Adaptive Intelligent Fault DiagnosisItalian National Conference on Sensors (INS), 2023
Florent Forest
Olga Fink
244
4
0
05 Dec 2023
OST: Refining Text Knowledge with Optimal Spatio-Temporal Descriptor for General Video Recognition
OST: Refining Text Knowledge with Optimal Spatio-Temporal Descriptor for General Video RecognitionComputer Vision and Pattern Recognition (CVPR), 2023
Tom Tongjia Chen
Hongshan Yu
Zhengeng Yang
Zechuan Li
Wei Sun
Chen Chen
386
13
0
30 Nov 2023
Structured Transforms Across Spaces with Cost-Regularized Optimal Transport
Structured Transforms Across Spaces with Cost-Regularized Optimal TransportInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023
Othmane Sebbouh
Marco Cuturi
Gabriel Peyré
OT
327
7
0
09 Nov 2023
Data Valuation and Detections in Federated Learning
Data Valuation and Detections in Federated Learning
Wenqian Li
Shuran Fu
Fengrui Zhang
Yan Pang
FedMLTDI
367
17
0
09 Nov 2023
Optimal Transport for Treatment Effect Estimation
Optimal Transport for Treatment Effect EstimationNeural 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
OTCML
214
52
0
27 Oct 2023
Transductive conformal inference with adaptive scores
Transductive conformal inference with adaptive scoresInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023
Ulysse Gazin
Gilles Blanchard
Étienne Roquain
237
16
0
27 Oct 2023
A Specialized Semismooth Newton Method for Kernel-Based Optimal Transport
A Specialized Semismooth Newton Method for Kernel-Based Optimal TransportInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023
Tianyi Lin
Marco Cuturi
Michael I. Jordan
OT
322
1
0
21 Oct 2023
Gradual Domain Adaptation: Theory and Algorithms
Gradual Domain Adaptation: Theory and Algorithms
Yifei He
Haoxiang Wang
Bo Li
Han Zhao
CLL
402
17
0
20 Oct 2023
Neural domain alignment for spoken language recognition based on optimal transport
Neural domain alignment for spoken language recognition based on optimal transport
Xugang Lu
Peng Shen
Yu Tsao
Hisashi Kawai
OT
140
0
0
20 Oct 2023
Group-blind optimal transport to group parity and its constrained variants
Group-blind optimal transport to group parity and its constrained variants
Quan-Gen Zhou
Georgios Korpas
224
3
0
17 Oct 2023
LCOT: Linear circular optimal transport
LCOT: Linear circular optimal transportInternational Conference on Learning Representations (ICLR), 2023
Rocio Diaz Martin
Ivan Medri
Yikun Bai
Hengrong Du
Kangbai Yan
Gustavo K. Rohde
Soheil Kolouri
133
1
0
09 Oct 2023
Mitigating the Influence of Domain Shift in Skin Lesion Classification: A Benchmark Study of Unsupervised Domain Adaptation Methods on Dermoscopic Images
Mitigating the Influence of Domain Shift in Skin Lesion Classification: A Benchmark Study of Unsupervised Domain Adaptation Methods on Dermoscopic Images
Sireesha Chamarthi
Katharina Fogelberg
Roman C. Maron
T. Brinker
Julia Niebling
OOD
140
2
0
05 Oct 2023
Optimal Transport with Adaptive Regularisation
Optimal Transport with Adaptive Regularisation
Hugues van Assel
Titouan Vayer
Rémi Flamary
Nicolas Courty
OT
225
2
0
04 Oct 2023
On the Stability of Expressive Positional Encodings for Graphs
On the Stability of Expressive Positional Encodings for GraphsInternational Conference on Learning Representations (ICLR), 2023
Yinan Huang
William Lu
Joshua Robinson
Yu Yang
Muhan Zhang
Stefanie Jegelka
Pan Li
472
28
0
04 Oct 2023
Cross-modal Alignment with Optimal Transport for CTC-based ASR
Cross-modal Alignment with Optimal Transport for CTC-based ASRAutomatic Speech Recognition & Understanding (ASRU), 2023
Xugang Lu
Peng Shen
Yu Tsao
Hisashi Kawai
264
8
0
24 Sep 2023
Quasi-Monte Carlo for 3D Sliced Wasserstein
Quasi-Monte Carlo for 3D Sliced WassersteinInternational Conference on Learning Representations (ICLR), 2023
Khai Nguyen
Nicola Bariletto
Nhat Ho
OT3DPC
288
24
0
21 Sep 2023