Author

M. Marinica

2 papers indexed here

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Review Open access Aug 2026

Deep learning in materials electron microscopy: models, applications and emerging trends

The intersection of deep learning (DL) and materials electron microscopy (EM) has significantly expanded since the early 2010 s; however, the diversity of model architectures and use cases makes it hard to identify literature gaps and determine which models are well-established in this field of application. This work p...

Camilo A. F. Salvador, Clovis Lapointe, T. Bilyk et al. · Machine Learning: Science an... · 0 citations

Preprint Jul 2026

Girsanov Reweighting for Uncertainty Propagation in Rare-Event Kinetics

This work introduces a framework for propagating MLIP uncertainty to the averaged committor probability, a kinetic observable that enables reaction-rate calculations and demonstrates that path-space reweighting provides an efficient route for propagating MLIP uncertainty to rare event kinetics.

Léonard Moracchini, Thomas Pigeon, Morgane Menz et al. · 0 citations