Search Results for author: Lucas Berry

Found 2 papers, 1 papers with code

Efficient Epistemic Uncertainty Estimation in Regression Ensemble Models Using Pairwise-Distance Estimators

no code implementations25 Aug 2023 Lucas Berry, David Meger

This work introduces an efficient novel approach for epistemic uncertainty estimation for ensemble models for regression tasks using pairwise-distance estimators (PaiDEs).

Active Learning Decision Making +1

Normalizing Flow Ensembles for Rich Aleatoric and Epistemic Uncertainty Modeling

1 code implementation2 Feb 2023 Lucas Berry, David Meger

In this work, we demonstrate how to reliably estimate epistemic uncertainty while maintaining the flexibility needed to capture complicated aleatoric distributions.

Active Learning

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