Domain Generalization

ITSA: An Information-Theoretic Approach to Automatic Shortcut Avoidance and Domain Generalization in Stereo Matching Networks CVPR 2022 Kernel-Whitening: Overcome Dataset Bias with Isotropic Sentence Embedding EMNLP 2022 KNN-Contrastive Learning for Out-of-Domain Intent Classification ACL 2022 Language Prior Is Not the Only Shortcut: A Benchmark for Shortcut Learning in VQA EMNLP 2022 Late-Resizing: A Simple but Effective Sketch Extraction Strategy for Improving Generalization of Line-Art Colorization WACV 2022 Learning a subspace of policies for online adaptation in Reinforcement Learning ICLR 2022 Learning-Augmented Algorithms for Online Steiner Tree AAAI 2022 Learning Causally Invariant Representations for Out-of-Distribution Generalization on Graphs NeurIPS 2022 Learning Generalizable Models for Vehicle Routing Problems via Knowledge Distillation NeurIPS 2022 Learning Generalizable Part-based Feature Representation for 3D Point Clouds NeurIPS 2022 Learning Invariant Graph Representations for Out-of-Distribution Generalization NeurIPS 2022 Learning Invariant Representations with Missing Data CLeaR 2022 Learning Modular Structures That Generalize Out-of-Distribution (Student Abstract) AAAI 2022 Learning Representations that Enable Generalization in Assistive Tasks CoRL 2022 Learning Stable Classifiers by Transferring Unstable Features ICML 2022 Learning Substructure Invariance for Out-of-Distribution Molecular Representations NeurIPS 2022 Learning to Generalize across Domains on Single Test Samples ICLR 2022 Learning to Solve Routing Problems via Distributionally Robust Optimization AAAI 2022 Learning to Weight Filter Groups for Robust Classification WACV 2022 Less Is Better: Recovering Intended-Feature Subspace to Robustify NLU Models COLING 2022 Leveraging Test-Time Consensus Prediction for Robustness Against Unseen Noise WACV 2022 Localized Adversarial Domain Generalization CVPR 2022 LOG: Active Model Adaptation for Label-Efficient OOD Generalization NeurIPS 2022 Look where you look! Saliency-guided Q-networks for generalization in visual Reinforcement Learning NeurIPS 2022 Loss Function Learning for Domain Generalization by Implicit Gradient ICML 2022