Domain Generalization

Does Invariant Risk Minimization Capture Invariance? AISTATS 2021 Do Image Classifiers Generalize Across Time? ICCV 2021 Domain General Face Forgery Detection by Learning to Weight AAAI 2021 Domain Generalisation with Domain Augmented Supervised Contrastive Learning (Student Abstract) AAAI 2021 Domain Generalization by Marginal Transfer Learning JMLR 2021 Domain Generalization under Conditional and Label Shifts via Variational Bayesian Inference IJCAI 2021 Domain Generalization using Causal Matching ICML 2021 Domain Generalization via Gradient Surgery ICCV 2021 Domain Generalization with MixStyle ICLR 2021 Domain Invariant Representation Learning with Domain Density Transformations NeurIPS 2021 Don’t Discard All the Biased Instances: Investigating a Core Assumption in Dataset Bias Mitigation Techniques EMNLP 2021 DORO: Distributional and Outlier Robust Optimization ICML 2021 Do Sound Event Representations Generalize to Other Audio Tasks? A Case Study in Audio Transfer Learning Interspeech 2021 Dual Reweighting Domain Generalization for Face Presentation Attack Detection IJCAI 2021 Efficient Generalization with Distributionally Robust Learning NeurIPS 2021 Elastic Graph Neural Networks ICML 2021 Embracing Uncertainty: Decoupling and De-Bias for Robust Temporal Grounding CVPR 2021 Encoding Robustness to Image Style via Adversarial Feature Perturbations NeurIPS 2021 Enhancing the generalization for Intent Classification and Out-of-Domain Detection in SLU ACL 2021 Environment Inference for Invariant Learning ICML 2021 Examining and Combating Spurious Features under Distribution Shift ICML 2021 Explaining the Efficacy of Counterfactually Augmented Data ICLR 2021 Exploiting Domain-Specific Features to Enhance Domain Generalization NeurIPS 2021 Exploring Stylometric and Emotion-Based Features for Multilingual Cross-Domain Hate Speech Detection EACL 2021 Exploring Underexplored Limitations of Cross-Domain Text-to-SQL Generalization EMNLP 2021