Dan Lu

PI3NN: Out-of-distribution-aware prediction intervals from three neural networks

2021 · arXiv (Cornell University)

We propose a novel prediction interval (PI) method for uncertainty quantification, which addresses three major issues with the state-of-the-art PI methods. First, existing PI methods require retraining of neural networks (NNs) for every given confidence …