Search Results for author: Luis Itza Vazquez-Salazar

Found 2 papers, 1 papers with code

Outlier-Detection for Reactive Machine Learned Potential Energy Surfaces

no code implementations27 Feb 2024 Luis Itza Vazquez-Salazar, Silvan Käser, Markus Meuwly

Uncertainty quantification (UQ) to detect samples with large expected errors (outliers) is applied to reactive molecular potential energy surfaces (PESs).

Outlier Detection Uncertainty Quantification

Uncertainty quantification for predictions of atomistic neural networks

1 code implementation14 Jul 2022 Luis Itza Vazquez-Salazar, Eric D. Boittier, M. Meuwly

The results clarify that noise and redundancy complicate property prediction for molecules even in cases for which changes - e. g. double bond migration in two otherwise identical molecules - are small.

Active Learning Property Prediction +1

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