Domain Generalization

Few-Shot (Dis)Agreement Identification in Online Discussions with Regularized and Augmented Meta-Learning EMNLP 2022 Fighting Fire with Fire: Avoiding DNN Shortcuts through Priming ICML 2022 Finding Differences Between Transformers and ConvNets Using Counterfactual Simulation Testing NeurIPS 2022 Fishr: Invariant Gradient Variances for Out-of-Distribution Generalization ICML 2022 FOCUS: Familiar Objects in Common and Uncommon Settings ICML 2022 Focus on the Common Good: Group Distributional Robustness Follows ICLR 2022 Forecasting the Number of Tenants At-Risk of Formal Eviction: A Machine Learning Approach to Inform Public Policy IJCAI 2022 Formulating Robustness Against Unforeseen Attacks NeurIPS 2022 Functional Indirection Neural Estimator for Better Out-of-distribution Generalization NeurIPS 2022 Fundamental Limits and Tradeoffs in Invariant Representation Learning JMLR 2022 Future gradient descent for adapting the temporal shifting data distribution in online recommendation systems UAI 2022 Generalizable Cross-Modality Medical Image Segmentation via Style Augmentation and Dual Normalization CVPR 2022 Generalized but not Robust? Comparing the Effects of Data Modification Methods on Out-of-Domain Generalization and Adversarial Robustness ACL 2022 Generalizing over Long Tail Concepts for Medical Term Normalization EMNLP 2022 Generalizing RNN-Transducer to Out-Domain Audio via Sparse Self-Attention Layers Interspeech 2022 Generalizing to Evolving Domains with Latent Structure-Aware Sequential Autoencoder ICML 2022 Generating Data to Mitigate Spurious Correlations in Natural Language Inference Datasets ACL 2022 Generative Adaptive Convolutions for Real-World Noisy Image Denoising AAAI 2022 GenLoco: Generalized Locomotion Controllers for Quadrupedal Robots CoRL 2022 Geometric and Textural Augmentation for Domain Gap Reduction CVPR 2022 GLOBEM Dataset: Multi-Year Datasets for Longitudinal Human Behavior Modeling Generalization NeurIPS 2022 Goal Misgeneralization in Deep Reinforcement Learning ICML 2022 GOOD: A Graph Out-of-Distribution Benchmark NeurIPS 2022 Gradient Matching for Domain Generalization ICLR 2022 GraftNet: Towards Domain Generalized Stereo Matching With a Broad-Spectrum and Task-Oriented Feature CVPR 2022