Generalizing to unseen domains via distribution matching

3 November 2019

Isabela Albuquerque

João Monteiro

Mohammad Javad Darvishi Bayazi

Papers citing "Generalizing to unseen domains via distribution matching"

49 / 99 papers shown

Title
Mitigating Both Covariate and Conditional Shift for Domain Generalization Jianxin Lin Yongqiang Tang Junping Wang Wensheng Zhang OOD 50 3 0 17 Sep 2022
Domain-Specific Risk Minimization for Out-of-Distribution Generalization Yi-Fan Zhang Jindong Wang Jian Liang Zhang Zhang Baosheng Yu Liangdao Wang Dacheng Tao Xingxu Xie OOD 24 16 0 18 Aug 2022
Equivariant Disentangled Transformation for Domain Generalization under Combination Shift Yivan Zhang Jindong Wang Xingxu Xie Masashi Sugiyama OOD 44 1 0 03 Aug 2022
Domain Generalization for Activity Recognition via Adaptive Feature Fusion Xin Qin Jindong Wang Yiqiang Chen Wang Lu Xinlong Jiang OOD 42 36 0 21 Jul 2022
Gated Domain Units for Multi-source Domain Generalization Simon Foll Alina Dubatovka Eugen Ernst Siu Lun Chau Martin Maritsch Patrik Okanovic Gudrun Thater J. M. Buhmann Felix Wortmann Krikamol Muandet OOD 43 4 0 24 Jun 2022
On Certifying and Improving Generalization to Unseen Domains Akshay Mehra B. Kailkhura Pin-Yu Chen Jihun Hamm OOD 29 4 0 24 Jun 2022
Invariant Causal Mechanisms through Distribution Matching Mathieu Chevalley Charlotte Bunne Andreas Krause Stefan Bauer OOD CML 22 40 0 23 Jun 2022
Domain Generalization via Selective Consistency Regularization for Time Series Classification Wenyu Zhang Mohamed Ragab Chuan-Sheng Foo OOD AI4TS 27 2 0 16 Jun 2022
Modeling the Data-Generating Process is Necessary for Out-of-Distribution Generalization Jivat Neet Kaur Emre Kıcıman Amit Sharma UQCV OOD 30 25 0 15 Jun 2022
The Missing Invariance Principle Found -- the Reciprocal Twin of Invariant Risk Minimization Dongsung Huh A. Baidya OOD 28 8 0 29 May 2022
Generalizing to Evolving Domains with Latent Structure-Aware Sequential Autoencoder Tiexin Qin Shiqi Wang Haoliang Li CML BDL 23 24 0 16 May 2022
Test-time Fourier Style Calibration for Domain Generalization Xingchen Zhao Chang Liu Anthony Sicilia Seong Jae Hwang Yunong Fu TTA OOD 42 35 0 13 May 2022
Domain Invariant Masked Autoencoders for Self-supervised Learning from Multi-domains Haiyang Yang Meilin Chen Yizhou Wang Shixiang Tang Feng Zhu Lei Bai Rui Zhao Wanli Ouyang 32 16 0 10 May 2022
Formulating Robustness Against Unforeseen Attacks Sihui Dai Saeed Mahloujifar Prateek Mittal OOD AAML 26 8 0 28 Apr 2022
Causal Transportability for Visual Recognition Chengzhi Mao K. Xia James Wang Hongya Wang Junfeng Yang Elias Bareinboim Carl Vondrick CML OOD BDL 32 36 0 26 Apr 2022
On the Limitations of General Purpose Domain Generalisation Methods Henry Gouk Ondrej Bohdal Da Li Timothy M. Hospedales 23 10 0 01 Feb 2022
Provable Domain Generalization via Invariant-Feature Subspace Recovery Haoxiang Wang Haozhe Si Bo-wen Li Han Zhao OOD 67 33 0 30 Jan 2022
Improving Out-of-Distribution Robustness via Selective Augmentation Huaxiu Yao Yu Wang Sai Li Linjun Zhang Weixin Liang James Zou Chelsea Finn OOD OODD 34 214 0 02 Jan 2022
Towards Principled Disentanglement for Domain Generalization Hanlin Zhang Yi-Fan Zhang Weiyang Liu Adrian Weller Bernhard Schölkopf Eric Xing OOD 44 112 0 27 Nov 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 37 19 0 27 Nov 2021
Federated Learning with Domain Generalization Liling Zhang Xinyu Lei Yichun Shi Hongyu Huang Chao Chen FedML OOD 22 54 0 20 Nov 2021
Learning Domain Invariant Representations in Goal-conditioned Block MDPs Beining Han Chongyi Zheng Harris Chan Keiran Paster Michael Ruogu Zhang Jimmy Ba OOD AI4CE 20 13 0 27 Oct 2021
UniFed: A Unified Framework for Federated Learning on Non-IID Image Features Meirui Jiang Xiaoxiao Li Xiaofei Zhang Michael Kamp Qianming Dou FedML OOD 34 0 0 19 Oct 2021
Discovery of New Multi-Level Features for Domain Generalization via Knowledge Corruption A. Frikha Denis Krompass Volker Tresp OOD 35 1 0 09 Sep 2021
Barycentric-alignment and reconstruction loss minimization for domain generalization Boyang Lyu Thuan Q. Nguyen Prakash Ishwar matthias. scheutz Shuchin Aeron OOD 38 4 0 04 Sep 2021
Towards Unsupervised Domain Generalization Xingxuan Zhang Linjun Zhou Renzhe Xu Peng Cui Zheyan Shen Haoxin Liu OOD AI4CE 28 49 0 13 Jul 2021
Generalizing Nucleus Recognition Model in Multi-source Images via Pruning Jiatong Cai Chenglu Zhu C. Cui Honglin Li Tong Wu Shichuan Zhang Lin Yang 26 8 0 06 Jul 2021
Domain Conditional Predictors for Domain Adaptation João Monteiro Xavier Gibert Jianqiao Feng Vincent Dumoulin Dar-Shyang Lee OOD TTA AI4CE 14 5 0 25 Jun 2021
Near-Optimal Linear Regression under Distribution Shift Qi Lei Wei Hu Jason D. Lee OOD 27 41 0 23 Jun 2021
Iterative Feature Matching: Toward Provable Domain Generalization with Logarithmic Environments Yining Chen Elan Rosenfeld Mark Sellke Tengyu Ma Andrej Risteski OOD 33 33 0 18 Jun 2021
Learning Domain Invariant Representations by Joint Wasserstein Distance Minimization Léo Andéol Yusei Kawakami Yuichiro Wada Takafumi Kanamori K. Müller G. Montavon OOD 37 7 0 09 Jun 2021
AdaMatch: A Unified Approach to Semi-Supervised Learning and Domain Adaptation David Berthelot Rebecca Roelofs Kihyuk Sohn Nicholas Carlini Alexey Kurakin 29 136 0 08 Jun 2021
OoD-Bench: Quantifying and Understanding Two Dimensions of Out-of-Distribution Generalization Nanyang Ye Kaican Li Haoyue Bai Runpeng Yu Lanqing Hong Fengwei Zhou Zhenguo Li Jun Zhu CML OOD 42 107 0 07 Jun 2021
Quantifying and Improving Transferability in Domain Generalization Guojun Zhang Han Zhao Yaoliang Yu Pascal Poupart 45 37 0 07 Jun 2021
On the benefits of representation regularization in invariance based domain generalization Changjian Shui Boyu Wang Christian Gagné OOD 19 25 0 30 May 2021
Explainability-aided Domain Generalization for Image Classification Robin M. Schmidt FAtt OOD 27 1 0 05 Apr 2021
Improved Detection of Face Presentation Attacks Using Image Decomposition Shlok Kumar Mishra K. Sengupta Max Horowitz-Gelb Wen-Sheng Chu Sofien Bouaziz David Jacobs CVBM 24 2 0 22 Mar 2021
Domain Generalization: A Survey Kaiyang Zhou Ziwei Liu Yu Qiao Tao Xiang Chen Change Loy OOD AI4CE 75 984 0 03 Mar 2021
An Online Learning Approach to Interpolation and Extrapolation in Domain Generalization Elan Rosenfeld Pradeep Ravikumar Andrej Risteski 34 34 0 25 Feb 2021
Robust Domain-Free Domain Generalization with Class-aware Alignment Wenyu Zhang Mohamed Ragab Ramón Sagarna OOD 41 9 0 17 Feb 2021
Robust White Matter Hyperintensity Segmentation on Unseen Domain Xingchen Zhao Anthony Sicilia D. Minhas Erin O'Connor H. Aizenstein W. Klunk D. Tudorascu Seong Jae Hwang OOD 21 13 0 12 Feb 2021
Domain Generalisation with Domain Augmented Supervised Contrastive Learning (Student Abstract) Hoang Son Le Rini Akmeliawati G. Carneiro 14 3 0 27 Dec 2020
Fundamental Limits and Tradeoffs in Invariant Representation Learning Han Zhao Chen Dan Bryon Aragam Tommi Jaakkola Geoffrey J. Gordon Pradeep Ravikumar FaML 35 43 0 19 Dec 2020
Empirical or Invariant Risk Minimization? A Sample Complexity Perspective Kartik Ahuja Jun Wang Amit Dhurandhar Karthikeyan Shanmugam Kush R. Varshney OOD 38 79 0 30 Oct 2020
Understanding the Failure Modes of Out-of-Distribution Generalization Vaishnavh Nagarajan Anders Andreassen Behnam Neyshabur OOD OODD 19 176 0 29 Oct 2020
Discrepancy Minimization in Domain Generalization with Generative Nearest Neighbors Prashant Pandey Mrigank Raman Sumanth Varambally A. Prathosh 14 1 0 28 Jul 2020
Extrapolatable Relational Reasoning With Comparators in Low-Dimensional Manifolds Duo Wang M. Jamnik Pietro Lio OOD 15 1 0 15 Jun 2020
Domain Generalization using Causal Matching Divyat Mahajan Shruti Tople Amit Sharma OOD 31 326 0 12 Jun 2020
Out-of-Distribution Generalization via Risk Extrapolation (REx) David M. Krueger Ethan Caballero J. Jacobsen Amy Zhang Jonathan Binas Dinghuai Zhang Rémi Le Priol Aaron Courville OOD 215 908 0 02 Mar 2020