Domain Generalization

Permuted AdaIN: Reducing the Bias Towards Global Statistics in Image Classification CVPR 2021 Person30K: A Dual-Meta Generalization Network for Person Re-Identification CVPR 2021 Policy Transfer across Visual and Dynamics Domain Gaps via Iterative Grounding RSS 2021 Power up! Robust Graph Convolutional Network via Graph Powering AAAI 2021 Predicting With Confidence on Unseen Distributions ICCV 2021 Predict then Interpolate: A Simple Algorithm to Learn Stable Classifiers ICML 2021 Pretraining Boosts Out-of-Domain Robustness for Pose Estimation WACV 2021 Progressive Domain Expansion Network for Single Domain Generalization CVPR 2021 Provable Guarantees on the Robustness of Decision Rules to Causal Interventions IJCAI 2021 Quantifying and Improving Transferability in Domain Generalization NeurIPS 2021 RATT: Leveraging Unlabeled Data to Guarantee Generalization ICML 2021 Recovering Latent Causal Factor for Generalization to Distributional Shifts NeurIPS 2021 Reducing Domain Gap by Reducing Style Bias CVPR 2021 Removing Undesirable Feature Contributions Using Out-of-Distribution Data ICLR 2021 Rethinking Evaluation in ASR: Are Our Models Robust Enough? Interspeech 2021 Retiring Adult: New Datasets for Fair Machine Learning NeurIPS 2021 Revisiting Batch Normalization for Improving Corruption Robustness WACV 2021 RL Generalization in a Theory of Mind Game Through a Sleep Metaphor (Student Abstract) AAAI 2021 Robust and Generalizable Visual Representation Learning via Random Convolutions ICLR 2021 Robust Contrastive Learning Using Negative Samples with Diminished Semantics NeurIPS 2021 Robust Domain Adaptation: Representations, Weights and Inductive Bias (Extended Abstract) IJCAI 2021 Robustness and Adversarial Examples in Natural Language Processing EMNLP 2021 Robustness Gym: Unifying the NLP Evaluation Landscape NAACL 2021 Robustness to Spurious Correlations in Text Classification via Automatically Generated Counterfactuals AAAI 2021 Robustness via Cross-Domain Ensembles ICCV 2021