Joint covariate-alignment and concept-alignment: a framework for domain generalization

1 August 2022

Prakash Ishwar

Papers citing "Joint covariate-alignment and concept-alignment: a framework for domain generalization"

22 / 22 papers shown

Title
Conditional entropy minimization principle for learning domain invariant representation features Thuan Q. Nguyen Boyang Lyu Prakash Ishwar matthias. scheutz Shuchin Aeron OOD 75 8 0 25 Jan 2022
Exploiting Domain-Specific Features to Enhance Domain Generalization Manh-Ha Bui Toan M. Tran Anh Tran D.Q. Phung OOD 76 130 0 18 Oct 2021
Invariance Principle Meets Information Bottleneck for Out-of-Distribution Generalization Kartik Ahuja Ethan Caballero Dinghuai Zhang Jean-Christophe Gagnon-Audet Yoshua Bengio Ioannis Mitliagkas Irina Rish OOD 62 268 0 11 Jun 2021
Invariant Information Bottleneck for Domain Generalization Yue Liu Yifei Shen Yezhen Wang Wenzhen Zhu Colorado Reed Jun Zhang Dongsheng Li Kurt Keutzer Han Zhao OOD 76 113 0 11 Jun 2021
Domain Generalization: A Survey Kaiyang Zhou Ziwei Liu Yu Qiao Tao Xiang Chen Change Loy OOD AI4CE 242 1,013 0 03 Mar 2021
Generalizing to Unseen Domains: A Survey on Domain Generalization Jindong Wang Cuiling Lan Chang-Shu Liu Yidong Ouyang Tao Qin Wang Lu Yiqiang Chen Wenjun Zeng Philip S. Yu OOD 217 1,223 0 02 Mar 2021
Nonlinear Invariant Risk Minimization: A Causal Approach Chaochao Lu Yuhuai Wu Jośe Miguel Hernández-Lobato Bernhard Schölkopf CML OOD 89 52 0 24 Feb 2021
Domain Invariant Representation Learning with Domain Density Transformations A. Nguyen Toan M. Tran Y. Gal A. G. Baydin OOD 59 78 0 09 Feb 2021
Out-of-distribution Prediction with Invariant Risk Minimization: The Limitation and An Effective Fix Ruocheng Guo Pengchuan Zhang Hao Liu Emre Kıcıman OOD 73 37 0 16 Jan 2021
Empirical or Invariant Risk Minimization? A Sample Complexity Perspective Kartik Ahuja Jun Wang Amit Dhurandhar Karthikeyan Shanmugam Kush R. Varshney OOD 83 79 0 30 Oct 2020
Respecting Domain Relations: Hypothesis Invariance for Domain Generalization Ziqi Wang Marco Loog Jan van Gemert OOD 56 48 0 15 Oct 2020
In Search of Lost Domain Generalization Ishaan Gulrajani David Lopez-Paz OOD 79 1,149 0 02 Jul 2020
Measuring Robustness to Natural Distribution Shifts in Image Classification Rohan Taori Achal Dave Vaishaal Shankar Nicholas Carlini Benjamin Recht Ludwig Schmidt OOD 117 546 0 01 Jul 2020
Feature Alignment and Restoration for Domain Generalization and Adaptation Xin Jin Cuiling Lan Wenjun Zeng Zhibo Chen OOD 71 40 0 22 Jun 2020
Class Distribution Alignment for Adversarial Domain Adaptation Wanqi Yang Tong Ling Chengmei Yang Lei Wang Yinghuan Shi Luping Zhou Ming Yang 81 3 0 20 Apr 2020
Invariant Risk Minimization Games Kartik Ahuja Karthikeyan Shanmugam Kush R. Varshney Amit Dhurandhar OOD 65 250 0 11 Feb 2020
Invariant Risk Minimization Martín Arjovsky Léon Bottou Ishaan Gulrajani David Lopez-Paz OOD 186 2,229 0 05 Jul 2019
Bayesian Uncertainty Matching for Unsupervised Domain Adaptation Jun Wen Nenggan Zheng Junsong Yuan Zhefeng Gong Changyou Chen OOD UQCV 43 50 0 24 Jun 2019
An introduction to domain adaptation and transfer learning Wouter M. Kouw Marco Loog OOD 41 291 0 31 Dec 2018
Domain Generalization by Marginal Transfer Learning Gilles Blanchard A. Deshmukh Ürün Dogan Gyemin Lee Clayton Scott OOD 99 286 0 21 Nov 2017
Deep CORAL: Correlation Alignment for Deep Domain Adaptation Baochen Sun Kate Saenko OOD 103 3,156 0 06 Jul 2016
Scatter Component Analysis: A Unified Framework for Domain Adaptation and Domain Generalization Muhammad Ghifary David Balduzzi W. Kleijn Mengjie Zhang 76 438 0 15 Oct 2015