dataset shift

Temporal Dynamics in Visual Data: Analyzing the Impact of Time on Classification Accuracy WACV 2025 LaSCal: Label-Shift Calibration without target labels NeurIPS 2024 On Minimizing the Impact of Dataset Shifts on Actionable Explanations UAI 2023 Evaluating Robustness to Dataset Shift via Parametric Robustness Sets NeurIPS 2022 Mitigating Data Shift of Biomedical Research Articles for Information Retrieval and Semantic Indexing COLING 2022 Test for non-negligible adverse shifts UAI 2022 Evaluating Model Robustness and Stability to Dataset Shift AISTATS 2021 Mind the Performance Gap: Examining Dataset Shift During Prospective Validation MLHC 2021 Neural Ensemble Search for Uncertainty Estimation and Dataset Shift NeurIPS 2021 Reliable and Trustworthy Machine Learning for Health Using Dataset Shift Detection NeurIPS 2021 Understanding and Visualizing Generalization in UNets MIDL 2021 Alleviate Dataset Shift Problem in Fine-grained Entity Typing with Virtual Adversarial Training IJCAI 2020 Can you trust your model's uncertainty? Evaluating predictive uncertainty under dataset shift NeurIPS 2019 Failing Loudly: An Empirical Study of Methods for Detecting Dataset Shift NeurIPS 2019 Preventing Failures Due to Dataset Shift: Learning Predictive Models That Transport AISTATS 2019 Reshaping Visual Datasets for Domain Adaptation NeurIPS 2013