covariate shift

Efficient and Provable Algorithms for Covariate Shift ALT 2026 KMM-CP: Practical Conformal Prediction under Covariate Shift via Selective Kernel Mean Matching UAI 2026 Model-Agnostic Online Certificate-Driven Calibration for Time Series Forecasting Under Distribution Shift UAI 2026 Structured Credal Learning UAI 2026 A Meta-learner for Heterogeneous Effects in Difference-in-Differences ICML 2025 Benign Overfitting in Out-of-Distribution Generalization of Linear Models ICLR 2025 BirdSet: A Large-Scale Dataset for Audio Classification in Avian Bioacoustics ICLR 2025 Closed-Loop Supervised Fine-Tuning of Tokenized Traffic Models CVPR 2025 Confidence-based Estimators for Predictive Performance in Model Monitoring (Abstract Reprint) IJCAI 2025 Conformalized Survival Analysis for General Right-Censored Data ICLR 2025 Conformal Prediction Under Generalized Covariate Shift with Posterior Drift AISTATS 2025 Consistent Validation for Predictive Methods in Spatial Settings AISTATS 2025 DisC2o-HD: Distributed causal inference with covariates shift for analyzing real-world high-dimensional data JMLR 2025 DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection ICCV 2025 Doubly Protected Estimation for Survival Outcomes Utilizing External Controls for Randomized Clinical Trials ICML 2025 Efficient and Robust Transfer Learning of Optimal Individualized Treatment Regimes with Right-Censored Survival Data JMLR 2025 ETA: Energy-based Test-time Adaptation for Depth Completion ICCV 2025 Fully Test-time Adaptation for Tabular Data AAAI 2025 Harnessing Large Language and Vision-Language Models for Robust Out-of-Distribution Detection ACML 2025 Harnessing the Power of Vicinity-Informed Analysis for Classification under Covariate Shift AISTATS 2025 Importance-weighted Positive-unlabeled Learning for Distribution Shift Adaptation AISTATS 2025 Learning from Label Proportions and Covariate-shifted Instances UAI 2025 Metric-Agnostic Continual Learning for Sustainable Group Fairness AAAI 2025 Minimax Optimal Two-Stage Algorithm For Moment Estimation Under Covariate Shift ICLR 2025 OpenMIBOOD: Open Medical Imaging Benchmarks for Out-Of-Distribution Detection CVPR 2025