| Enhancing Anomaly Detection Generalization through Knowledge Exposure: The Dual Effects of Augmentation | Jun 15, 2024 | Anomaly DetectionOut-of-Distribution Generalization | CodeCode Available | 0 |
| 1st Place Solution for ECCV 2022 OOD-CV Challenge Image Classification Track | Jan 12, 2023 | Data AugmentationDomain Adaptation | CodeCode Available | 0 |
| Optimal Control Operator Perspective and a Neural Adaptive Spectral Method | Dec 17, 2024 | Out-of-Distribution Generalization | CodeCode Available | 0 |
| Improving Generalization with Domain Convex Game | Mar 23, 2023 | DiversityDomain Generalization | CodeCode Available | 0 |
| SimSCOOD: Systematic Analysis of Out-of-Distribution Generalization in Fine-tuned Source Code Models | Oct 10, 2022 | Code GenerationOut-of-Distribution Generalization | CodeCode Available | 0 |
| BinaryVQA: A Versatile Test Set to Evaluate the Out-of-Distribution Generalization of VQA Models | Jan 28, 2023 | Out-of-Distribution GeneralizationQuestion Answering | CodeCode Available | 0 |
| Invariant Graph Learning Meets Information Bottleneck for Out-of-Distribution Generalization | Aug 3, 2024 | Contrastive LearningData Augmentation | CodeCode Available | 0 |
| Out-of-distribution Generalization for Total Variation based Invariant Risk Minimization | Feb 27, 2025 | Out-of-Distribution Generalization | CodeCode Available | 0 |
| Towards Task and Architecture-Independent Generalization Gap Predictors | Jun 4, 2019 | Deep LearningOut-of-Distribution Generalization | CodeCode Available | 0 |
| Out-of-Distribution Generalization in Kernel Regression | Jun 4, 2021 | BIG-bench Machine LearningOut-of-Distribution Generalization | CodeCode Available | 0 |
| Fairness under Covariate Shift: Improving Fairness-Accuracy tradeoff with few Unlabeled Test Samples | Oct 11, 2023 | FairnessOut-of-Distribution Generalization | CodeCode Available | 0 |
| Your Contrastive Learning Is Secretly Doing Stochastic Neighbor Embedding | May 30, 2022 | Contrastive LearningData Augmentation | CodeCode Available | 0 |
| Out-of-Distribution Generalization in Time Series: A Survey | Mar 18, 2025 | Out-of-Distribution GeneralizationRepresentation Learning | CodeCode Available | 0 |
| Towards Understanding Variants of Invariant Risk Minimization through the Lens of Calibration | Jan 31, 2024 | Out-of-Distribution Generalization | CodeCode Available | 0 |
| Assessing Generalization in Deep Reinforcement Learning | Oct 29, 2018 | Deep Reinforcement LearningOut-of-Distribution Generalization | CodeCode Available | 0 |
| Awakening Augmented Generation: Learning to Awaken Internal Knowledge of Large Language Models for Question Answering | Mar 22, 2024 | Open-Domain Question AnsweringOut-of-Distribution Generalization | CodeCode Available | 0 |
| Robust Novelty Detection through Style-Conscious Feature Ranking | Oct 5, 2023 | Domain GeneralizationNovelty Detection | CodeCode Available | 0 |
| Subgraph Aggregation for Out-of-Distribution Generalization on Graphs | Oct 29, 2024 | Molecular Property PredictionOut-of-Distribution Generalization | CodeCode Available | 0 |
| Out-of-distribution generalization via composition: a lens through induction heads in Transformers | Aug 18, 2024 | In-Context LearningOut-of-Distribution Generalization | CodeCode Available | 0 |
| Causal Structural Hypothesis Testing and Data Generation Models | Oct 20, 2022 | Out-of-Distribution Generalization | CodeCode Available | 0 |
| VFA: Vision Frequency Analysis of Foundation Models and Human | Sep 9, 2024 | Models AlignmentOut-of-Distribution Generalization | CodeCode Available | 0 |
| Trained Models Tell Us How to Make Them Robust to Spurious Correlation without Group Annotation | Oct 7, 2024 | FairnessModel Selection | CodeCode Available | 0 |
| Weighted Risk Invariance: Domain Generalization under Invariant Feature Shift | Jul 25, 2024 | Domain GeneralizationOut-of-Distribution Generalization | CodeCode Available | 0 |
| Empirical Study on Optimizer Selection for Out-of-Distribution Generalization | Nov 15, 2022 | Out-of-Distribution Generalizationtext-classification | CodeCode Available | 0 |
| 1st Place Solution for ECCV 2022 OOD-CV Challenge Object Detection Track | Jan 12, 2023 | Domain AdaptationDomain Generalization | CodeCode Available | 0 |