| Positional Attention: Expressivity and Learnability of Algorithmic Computation | Oct 2, 2024 | Out-of-Distribution Generalization | CodeCode Available | 1 |
| H-ARC: A Robust Estimate of Human Performance on the Abstraction and Reasoning Corpus Benchmark | Sep 2, 2024 | ARCOut-of-Distribution Generalization | CodeCode Available | 1 |
| LCA-on-the-Line: Benchmarking Out-of-Distribution Generalization with Class Taxonomies | Jul 22, 2024 | BenchmarkingOut-of-Distribution Generalization | CodeCode Available | 1 |
| Context-Guided Diffusion for Out-of-Distribution Molecular and Protein Design | Jul 16, 2024 | Drug DiscoveryOut-of-Distribution Generalization | CodeCode Available | 1 |
| CARE: a Benchmark Suite for the Classification and Retrieval of Enzymes | Jun 21, 2024 | ClassificationOut-of-Distribution Generalization | CodeCode Available | 1 |
| Exploring the Benefits of Vision Foundation Models for Unsupervised Domain Adaptation | Jun 14, 2024 | Domain AdaptationOut-of-Distribution Generalization | CodeCode Available | 1 |
| Time-Series Forecasting for Out-of-Distribution Generalization Using Invariant Learning | Jun 13, 2024 | Out-of-Distribution GeneralizationTime Series | CodeCode Available | 1 |
| How Far Can Transformers Reason? The Globality Barrier and Inductive Scratchpad | Jun 10, 2024 | Out-of-Distribution Generalization | CodeCode Available | 1 |
| Learning Divergence Fields for Shift-Robust Graph Representations | Jun 7, 2024 | Causal InferenceOut-of-Distribution Generalization | CodeCode Available | 1 |
| Feature Contamination: Neural Networks Learn Uncorrelated Features and Fail to Generalize | Jun 5, 2024 | Out-of-Distribution Generalization | CodeCode Available | 1 |
| Learning to grok: Emergence of in-context learning and skill composition in modular arithmetic tasks | Jun 4, 2024 | In-Context LearningOut-of-Distribution Generalization | CodeCode Available | 1 |
| A Brief Introduction to Causal Inference in Machine Learning | May 14, 2024 | Causal InferenceOut-of-Distribution Generalization | CodeCode Available | 1 |
| Adapting to Distribution Shift by Visual Domain Prompt Generation | May 5, 2024 | Domain GeneralizationMeta-Learning | CodeCode Available | 1 |
| In-Context Symbolic Regression: Leveraging Large Language Models for Function Discovery | Apr 29, 2024 | Out-of-Distribution Generalizationregression | CodeCode Available | 1 |
| The Causal Chambers: Real Physical Systems as a Testbed for AI Methodology | Apr 17, 2024 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| N-Agent Ad Hoc Teamwork | Apr 16, 2024 | Autonomous DrivingMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| Unleashing the Power of Meta-tuning for Few-shot Generalization Through Sparse Interpolated Experts | Mar 13, 2024 | Domain GeneralizationFew-Shot Image Classification | CodeCode Available | 1 |
| Improving out-of-distribution generalization in graphs via hierarchical semantic environments | Mar 4, 2024 | Out-of-Distribution Generalization | CodeCode Available | 1 |
| Graph Out-of-Distribution Generalization via Causal Intervention | Feb 18, 2024 | Causal InferenceOut-of-Distribution Generalization | CodeCode Available | 1 |
| Trapped in texture bias? A large scale comparison of deep instance segmentation | Jan 17, 2024 | Data AugmentationInstance Segmentation | CodeCode Available | 1 |
| Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge Graphs | Dec 31, 2023 | Image ClassificationKnowledge Graphs | CodeCode Available | 1 |
| Graph Invariant Learning with Subgraph Co-mixup for Out-Of-Distribution Generalization | Dec 18, 2023 | Graph Representation LearningOut-of-Distribution Generalization | CodeCode Available | 1 |
| Environment-Aware Dynamic Graph Learning for Out-of-Distribution Generalization | Nov 18, 2023 | Graph LearningOut-of-Distribution Generalization | CodeCode Available | 1 |
| Active Instruction Tuning: Improving Cross-Task Generalization by Training on Prompt Sensitive Tasks | Nov 1, 2023 | InformativenessOut-of-Distribution Generalization | CodeCode Available | 1 |
| Does Invariant Graph Learning via Environment Augmentation Learn Invariance? | Oct 29, 2023 | Graph LearningGraph Representation Learning | CodeCode Available | 1 |
