| Segmentation Consistency Training: Out-of-Distribution Generalization for Medical Image Segmentation | May 30, 2022 | Data AugmentationImage Segmentation | CodeCode Available | 0 |
| PAC Generalization via Invariant Representations | May 30, 2022 | Out-of-Distribution GeneralizationPAC learning | —Unverified | 0 |
| Your Contrastive Learning Is Secretly Doing Stochastic Neighbor Embedding | May 30, 2022 | Contrastive LearningData Augmentation | CodeCode Available | 0 |
| Comparison of Deep Learning Segmentation and Multigrader-annotated Mandibular Canals of Multicenter CBCT scans | May 27, 2022 | Out-of-Distribution Generalization | —Unverified | 0 |
| Reassessing Evaluation Practices in Visual Question Answering: A Case Study on Out-of-Distribution Generalization | May 24, 2022 | Image CaptioningOut-of-Distribution Generalization | —Unverified | 0 |
| Memory-enriched computation and learning in spiking neural networks through Hebbian plasticity | May 23, 2022 | One-Shot LearningOut-of-Distribution Generalization | 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 |
| Diverse Weight Averaging for Out-of-Distribution Generalization | May 19, 2022 | DiversityOut-of-Distribution Generalization | CodeCode Available | 1 |
| SeqZero: Few-shot Compositional Semantic Parsing with Sequential Prompts and Zero-shot Models | May 15, 2022 | Out-of-Distribution GeneralizationSemantic Parsing | CodeCode Available | 0 |
| Knowledge Graph Question Answering Datasets and Their Generalizability: Are They Enough for Future Research? | May 13, 2022 | Graph Question AnsweringKnowledge Graphs | CodeCode Available | 1 |
| Wavelet-Based Hybrid Machine Learning Model for Out-of-distribution Internet Traffic Prediction | May 9, 2022 | BIG-bench Machine LearningHybrid Machine Learning | —Unverified | 0 |
| Causal Transportability for Visual Recognition | Apr 26, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| Causal Reasoning Meets Visual Representation Learning: A Prospective Study | Apr 26, 2022 | BenchmarkingOut-of-Distribution Generalization | —Unverified | 0 |
| VITA: A Multi-Source Vicinal Transfer Augmentation Method for Out-of-Distribution Generalization | Apr 25, 2022 | Data AugmentationOut-of-Distribution Generalization | —Unverified | 0 |
| Out-of-distribution generalization for learning quantum dynamics | Apr 21, 2022 | Generalization BoundsOut-of-Distribution Generalization | —Unverified | 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 |
| Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations | Apr 6, 2022 | GPUOut-of-Distribution Generalization | CodeCode Available | 1 |
| Knowledge-Spreader: Learning Facial Action Unit Dynamics with Extremely Limited Labels | Mar 30, 2022 | Out-of-Distribution Generalization | —Unverified | 0 |
| Example-based Hypernetworks for Out-of-Distribution Generalization | Mar 27, 2022 | DecoderDomain Adaptation | CodeCode Available | 0 |
| Compound Domain Generalization via Meta-Knowledge Encoding | Mar 24, 2022 | Domain GeneralizationOut-of-Distribution Generalization | —Unverified | 0 |
| Out-of-distribution Generalization with Causal Invariant Transformations | Mar 22, 2022 | Out-of-Distribution Generalization | —Unverified | 0 |
| WOODS: Benchmarks for Out-of-Distribution Generalization in Time Series | Mar 18, 2022 | Out-of-Distribution GeneralizationTime Series | CodeCode Available | 1 |
| Vision-Based Manipulators Need to Also See from Their Hands | Mar 15, 2022 | Out-of-Distribution Generalization | —Unverified | 0 |
| Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time | Mar 10, 2022 | Domain Generalization | CodeCode Available | 2 |
| Multi-Instance Causal Representation Learning for Instance Label Prediction and Out-of-Distribution Generalization | Feb 25, 2022 | Multiple Instance LearningOut-of-Distribution Generalization | CodeCode Available | 1 |