| DivIL: Unveiling and Addressing Over-Invariance for Out-of- Distribution Generalization | Feb 18, 2025 | Contrastive LearningOut-of-Distribution Generalization | CodeCode Available | 0 |
| Advancing African-Accented Speech Recognition: Epistemic Uncertainty-Driven Data Selection for Generalizable ASR Models | Jun 3, 2023 | Accented Speech RecognitionActive Learning | CodeCode Available | 0 |
| Systematic Generalization in Neural Networks-based Multivariate Time Series Forecasting Models | Feb 10, 2021 | Inductive BiasMultivariate Time Series Forecasting | CodeCode Available | 0 |
| How Reliable Are Out-of-Distribution Generalization Methods for Medical Image Segmentation? | Sep 3, 2021 | HippocampusImage Segmentation | CodeCode Available | 0 |
| Targeted Data-driven Regularization for Out-of-Distribution Generalization | Aug 1, 2020 | Bilevel OptimizationMeta-Learning | CodeCode Available | 0 |
| Holistic chemical evaluation reveals pitfalls in reaction prediction models | Dec 14, 2023 | Out-of-Distribution GeneralizationPrediction | CodeCode Available | 0 |
| Assaying Out-Of-Distribution Generalization in Transfer Learning | Jul 19, 2022 | Adversarial RobustnessOut-of-Distribution Generalization | CodeCode Available | 0 |
| Tasting the cake: evaluating self-supervised generalization on out-of-distribution multimodal MRI data | Mar 29, 2021 | Out-of-Distribution GeneralizationSelf-Supervised Learning | CodeCode Available | 0 |
| TransRUPNet for Improved Polyp Segmentation | Jun 3, 2023 | DecoderOut-of-Distribution Generalization | CodeCode Available | 0 |
| Harnessing Collective Structure Knowledge in Data Augmentation for Graph Neural Networks | May 17, 2024 | Anomaly DetectionData Augmentation | CodeCode Available | 0 |
| Positional Encoding meets Persistent Homology on Graphs | Jun 6, 2025 | Graph ClassificationGraph Representation Learning | CodeCode Available | 0 |
| Predicting Long-Term Allograft Survival in Liver Transplant Recipients | Aug 10, 2024 | Out-of-Distribution Generalization | CodeCode Available | 0 |
| A simple normalization technique using window statistics to improve the out-of-distribution generalization on medical images | Jul 7, 2022 | Breast Cancer DetectionOut-of-Distribution Generalization | CodeCode Available | 0 |
| Out-of-distribution Generalization in the Presence of Nuisance-Induced Spurious Correlations | Jun 29, 2021 | Out-of-Distribution GeneralizationX-ray Classification | CodeCode Available | 0 |
| Disentangling Policy from Offline Task Representation Learning via Adversarial Data Augmentation | Mar 12, 2024 | Contrastive LearningData Augmentation | CodeCode Available | 0 |
| What Makes Instruction Learning Hard? An Investigation and a New Challenge in a Synthetic Environment | Apr 19, 2022 | Out-of-Distribution Generalization | CodeCode Available | 0 |
| GVdoc: Graph-based Visual Document Classification | May 26, 2023 | ClassificationDocument Classification | CodeCode Available | 0 |
| Determinantal Point Process Attention Over Grid Cell Code Supports Out of Distribution Generalization | May 28, 2023 | Out-of-Distribution Generalization | CodeCode Available | 0 |
| Pruning Spurious Subgraphs for Graph Out-of-Distribtuion Generalization | Jun 6, 2025 | Out-of-Distribution Generalization | CodeCode Available | 0 |
| Graph Convolution for Semi-Supervised Classification: Improved Linear Separability and Out-of-Distribution Generalization | Feb 13, 2021 | General ClassificationOut-of-Distribution Generalization | CodeCode Available | 0 |
| Radon cumulative distribution transform subspace modeling for image classification | Apr 7, 2020 | ClassificationComputational Efficiency | CodeCode Available | 0 |
| GeoMix: Towards Geometry-Aware Data Augmentation | Jul 15, 2024 | Data AugmentationGraph Learning | CodeCode Available | 0 |
| Deciphering the Role of Representation Disentanglement: Investigating Compositional Generalization in CLIP Models | Jul 8, 2024 | DisentanglementOut-of-Distribution Generalization | CodeCode Available | 0 |
| Data-Agnostic Augmentations for Unknown Variations: Out-of-Distribution Generalisation in MRI Segmentation | May 15, 2025 | Data AugmentationImage Segmentation | CodeCode Available | 0 |
| The developmental trajectory of object recognition robustness: children are like small adults but unlike big deep neural networks | May 20, 2022 | ObjectObject Recognition | CodeCode Available | 0 |
