Domain Generalization

Adaptive Risk Minimization: Learning to Adapt to Domain Shift NeurIPS 2021 Adaptive Universal Generalized PageRank Graph Neural Network ICLR 2021 Adversarial Invariant Learning CVPR 2021 Adversarially Adaptive Normalization for Single Domain Generalization CVPR 2021 Adversarial Teacher-Student Representation Learning for Domain Generalization NeurIPS 2021 A Fourier-Based Framework for Domain Generalization CVPR 2021 Amplitude-Phase Recombination: Rethinking Robustness of Convolutional Neural Networks in Frequency Domain ICCV 2021 Analyzing the Domain Robustness of Pretrained Language Models, Layer by Layer EACL 2021 Anatomy of OntoGUM—Adapting GUM to the OntoNotes Scheme to Evaluate Robustness of SOTA Coreference Algorithms EMNLP 2021 An Empirical Investigation of Domain Generalization with Empirical Risk Minimizers NeurIPS 2021 An Information-theoretic Approach to Distribution Shifts NeurIPS 2021 A Simple Feature Augmentation for Domain Generalization ICCV 2021 A Study of Morphological Robustness of Neural Machine Translation ACL 2021 A Style and Semantic Memory Mechanism for Domain Generalization ICCV 2021 Attribute-Guided Adversarial Training for Robustness to Natural Perturbations AAAI 2021 Automatic Data Augmentation for Generalization in Reinforcement Learning NeurIPS 2021 Automatic Generation of Contrast Sets from Scene Graphs: Probing the Compositional Consistency of GQA NAACL 2021 Automatic Vertebra Localization and Identification in CT by Spine Rectification and Anatomically-Constrained Optimization CVPR 2021 A Winning Hand: Compressing Deep Networks Can Improve Out-of-Distribution Robustness NeurIPS 2021 Bayesian Attention Belief Networks ICML 2021 BiaSwap: Removing Dataset Bias With Bias-Tailored Swapping Augmentation ICCV 2021 BREEDS: Benchmarks for Subpopulation Shift ICLR 2021 Camera Pose Matters: Improving Depth Prediction by Mitigating Pose Distribution Bias CVPR 2021 Can Shape Structure Features Improve Model Robustness Under Diverse Adversarial Settings? ICCV 2021 Can Subnetwork Structure Be the Key to Out-of-Distribution Generalization? ICML 2021