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MixupMP: How Data Augmentation Fixes the Uncertainty Quantification Flaws of Deep Ensembles

2026年5月29日·3 min

MixupMP: How Data Augmentation Fixes the Uncertainty Quantification Flaws of Deep Ensembles

Deep dive into AISTATS 2024 paper MixupMP: revealing Deep Ensembles' fundamental UQ flaws and fixing them via Mixup augmentation and Martingale Posterior framework for better calibration and OOD detection.