Uncertainty; Importance sampling; Drug design

Principled Uncertainty Estimation for High Dimensional Data

Principled Uncertainty Estimation for High Dimensional Data

We introduce an importance sampling-based estimator to estimate the epistemic uncertainty of deep learning models for high-dimensional discrete datasets.