| Real-Fake: Effective Training Data Synthesis Through Distribution Matching | Oct 16, 2023 | image-classificationImage Classification | CodeCode Available | 1 |
| Towards Unified and Effective Domain Generalization | Oct 16, 2023 | Domain GeneralizationOut-of-Distribution Generalization | CodeCode Available | 1 |
| Does CLIP's Generalization Performance Mainly Stem from High Train-Test Similarity? | Oct 14, 2023 | AttributeOut-of-Distribution Generalization | CodeCode Available | 1 |
| Towards Evaluating Generalist Agents: An Automated Benchmark in Open World | Oct 12, 2023 | BenchmarkingDiversity | CodeCode Available | 1 |
| xVal: A Continuous Numerical Tokenization for Scientific Language Models | Oct 4, 2023 | Computational EfficiencyInductive Bias | CodeCode Available | 1 |
| On the Stability of Expressive Positional Encodings for Graphs | Oct 4, 2023 | Molecular Property PredictionOut-of-Distribution Generalization | CodeCode Available | 1 |
| Empirical Study of PEFT techniques for Winter Wheat Segmentation | Oct 3, 2023 | Out-of-Distribution Generalizationparameter-efficient fine-tuning | CodeCode Available | 1 |
| SeisT: A foundational deep learning model for earthquake monitoring tasks | Oct 2, 2023 | Deep LearningOut-of-Distribution Generalization | CodeCode Available | 1 |
| Discovering environments with XRM | Sep 28, 2023 | Domain GeneralizationOut-of-Distribution Generalization | CodeCode Available | 1 |
| PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization | Jul 27, 2023 | Domain GeneralizationImage Classification | CodeCode Available | 1 |
| FedSoup: Improving Generalization and Personalization in Federated Learning via Selective Model Interpolation | Jul 20, 2023 | Federated Learningimage-classification | CodeCode Available | 1 |
| RL-ViGen: A Reinforcement Learning Benchmark for Visual Generalization | Jul 15, 2023 | Out-of-Distribution Generalizationreinforcement-learning | CodeCode Available | 1 |
| Distilling Large Vision-Language Model with Out-of-Distribution Generalizability | Jul 6, 2023 | Few-Shot Image ClassificationImage Classification | CodeCode Available | 1 |
| Individual and Structural Graph Information Bottlenecks for Out-of-Distribution Generalization | Jun 28, 2023 | Graph LearningOut-of-Distribution Generalization | CodeCode Available | 1 |
| Uncovering the Limits of Machine Learning for Automatic Vulnerability Detection | Jun 28, 2023 | BenchmarkingData Augmentation | CodeCode Available | 1 |
| Geometric Deep Learning for Structure-Based Drug Design: A Survey | Jun 20, 2023 | BenchmarkingDeep Learning | CodeCode Available | 1 |
| S^2ME: Spatial-Spectral Mutual Teaching and Ensemble Learning for Scribble-supervised Polyp Segmentation | Jun 1, 2023 | Ensemble LearningImage Segmentation | CodeCode Available | 1 |
| Joint Learning of Label and Environment Causal Independence for Graph Out-of-Distribution Generalization | Jun 1, 2023 | Out-of-Distribution Generalization | CodeCode Available | 1 |
| Contextual Vision Transformers for Robust Representation Learning | May 30, 2023 | In-Context LearningOut-of-Distribution Generalization | CodeCode Available | 1 |
| Understanding and Improving Feature Learning for Out-of-Distribution Generalization | Apr 22, 2023 | Out-of-Distribution Generalization | CodeCode Available | 1 |
| Text Classification in the Wild: a Large-scale Long-tailed Name Normalization Dataset | Feb 19, 2023 | Long-tail Learningopen-set classification | CodeCode Available | 1 |
| PerAda: Parameter-Efficient Federated Learning Personalization with Generalization Guarantees | Feb 13, 2023 | Federated LearningGeneralization Bounds | CodeCode Available | 1 |
| Generalization on the Unseen, Logic Reasoning and Degree Curriculum | Jan 30, 2023 | Out-of-Distribution Generalization | CodeCode Available | 1 |
| BQ-NCO: Bisimulation Quotienting for Efficient Neural Combinatorial Optimization | Jan 9, 2023 | Combinatorial OptimizationOut-of-Distribution Generalization | CodeCode Available | 1 |
| A Whac-A-Mole Dilemma: Shortcuts Come in Multiples Where Mitigating One Amplifies Others | Dec 9, 2022 | Domain GeneralizationImage Classification | CodeCode Available | 1 |
