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A. Peles

1 paper hereh-index 216 citations7 works total

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fields
  • physics.chem-ph1

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collaborators

1 paper

physics.chem-ph2025

Black-Box Uncertainty Estimation for Deep Learning Models in Atomistic Simulations

Idan Fonea, Amir Peles, Sivan Niv +2

We analyze an ensemble-based approach for uncertainty quantification (UQ) in atomistic neural networks. This method generates an epistemic uncertainty signal without requiring chan…

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