| Is Neuro-Symbolic AI Meeting its Promise in Natural Language Processing? A Structured Review | Feb 24, 2022 | Out-of-Distribution Generalization | CodeCode Available | 1 |
| Out-Of-Distribution Generalization on Graphs: A Survey | Feb 16, 2022 | Out-of-Distribution GeneralizationSurvey | CodeCode Available | 1 |
| Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision | Feb 16, 2022 | Action ClassificationAction Recognition | —Unverified | 0 |
| Domain-Adjusted Regression or: ERM May Already Learn Features Sufficient for Out-of-Distribution Generalization | Feb 14, 2022 | Domain GeneralizationOut-of-Distribution Generalization | CodeCode Available | 1 |
| Learning Causally Invariant Representations for Out-of-Distribution Generalization on Graphs | Feb 11, 2022 | Drug DiscoveryGraph Learning | CodeCode Available | 2 |
| Generative multitask learning mitigates target-causing confounding | Feb 8, 2022 | Out-of-Distribution GeneralizationRepresentation Learning | CodeCode Available | 0 |
| Uncertainty Modeling for Out-of-Distribution Generalization | Feb 8, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| Locally Invariant Explanations: Towards Stable and Unidirectional Explanations through Local Invariant Learning | Jan 28, 2022 | Out-of-Distribution Generalization | —Unverified | 0 |
| Gradient Masked Averaging for Federated Learning | Jan 28, 2022 | Federated LearningOut-of-Distribution Generalization | —Unverified | 0 |
| Revisiting Weakly Supervised Pre-Training of Visual Perception Models | Jan 20, 2022 | Fine-Grained Image ClassificationImage Classification | CodeCode Available | 1 |
| SEQZERO: Few-shot Compositional Semantic Parsing with Sequential Prompts and Zero-shot Models | Jan 16, 2022 | Out-of-Distribution GeneralizationSemantic Parsing | —Unverified | 0 |
| Multi-Domain Balanced Sampling Improves Out-of-Distribution Generalization of Chest X-ray Pathology Prediction Models | Dec 27, 2021 | Out-of-Distribution GeneralizationRepresentation Learning | CodeCode Available | 0 |
| OOD-GNN: Out-of-Distribution Generalized Graph Neural Network | Dec 7, 2021 | Graph Neural NetworkOut-of-Distribution Generalization | —Unverified | 0 |
| An Empirical Investigation of Domain Generalization with Empirical Risk Minimizers | Dec 1, 2021 | Domain AdaptationDomain Generalization | —Unverified | 0 |
| Overparameterization Improves Robustness to Covariate Shift in High Dimensions | Dec 1, 2021 | BIG-bench Machine LearningOut-of-Distribution Generalization | —Unverified | 0 |
| Towards Robust and Adaptive Motion Forecasting: A Causal Representation Perspective | Nov 29, 2021 | Motion ForecastingOut-of-Distribution Generalization | CodeCode Available | 1 |
| Composing Partial Differential Equations with Physics-Aware Neural Networks | Nov 23, 2021 | Out-of-Distribution Generalization | —Unverified | 0 |
| Deformation Robust Roto-Scale-Translation Equivariant CNNs | Nov 22, 2021 | Out-of-Distribution GeneralizationTranslation | —Unverified | 0 |
| Covariate Shift in High-Dimensional Random Feature Regression | Nov 16, 2021 | BIG-bench Machine LearningOut-of-Distribution Generalization | —Unverified | 0 |
| Masked Autoencoders Are Scalable Vision Learners | Nov 11, 2021 | DecoderDomain Generalization | CodeCode Available | 1 |
| Assessing the Generalization Capacity of Pre-trained Language Models through Japanese Adversarial Natural Language Inference | Nov 1, 2021 | Adversarial Natural Language InferenceNatural Language Inference | CodeCode Available | 1 |
| Simple data balancing achieves competitive worst-group-accuracy | Oct 27, 2021 | Model SelectionOut-of-Distribution Generalization | CodeCode Available | 1 |
| SCHA-VAE: Hierarchical Context Aggregation for Few-Shot Generation | Oct 23, 2021 | Few-Shot LearningOut-of-Distribution Generalization | CodeCode Available | 1 |
| Learning Representations that Support Robust Transfer of Predictors | Oct 19, 2021 | Domain GeneralizationOut-of-Distribution Generalization | CodeCode Available | 1 |
| Towards Robust Waveform-Based Acoustic Models | Oct 16, 2021 | Data AugmentationInductive Bias | —Unverified | 0 |
