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Pretraining with random noise for uncertainty calibration

cs.LG · 2024-12-23 · conditional · novelty 5.0

Random-noise pretraining calibrates small networks' confidence to chance level before data training, reducing expected calibration error and improving OOD detection on CIFAR-10/SVHN.

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  • Pretraining with random noise for uncertainty calibration cs.LG · 2024-12-23 · conditional · none · ref 2

    Random-noise pretraining calibrates small networks' confidence to chance level before data training, reducing expected calibration error and improving OOD detection on CIFAR-10/SVHN.