Sign in

Daniel Thomas du Toit

@dft-dutoit.bsky.social
16 followers 10 following 0 posts

ML for Materials Modelling | DPhil @ Oxford, Deringer Group

PostsRepliesMedia
Reposted by Daniel Thomas du Toit
Volker Deringer @vlderinger.bsky.social · 17/06/2025
Distilling atomistic foundation models! ⚗️🧪🤖 In this #compchem preprint, we describe a general (“architecture-agnostic”) approach to creating fast, application-specific MLIP models via synthetic data – led jointly by @jla-gardner.bsky.social & @dft-dutoit.bsky.social arxiv.org/abs/2506.10956
arxiv.org
Distillation of atomistic foundation models across architectures and chemical domains
Machine-learned interatomic potentials have transformed computational research in the physical sciences. Recent atomistic `foundation' models have changed the field yet again: trained on many differen...
0174