78 citations · 200 across the 10 of their papers we have counts for
4 papers · 1 filter
The emergence of bulk structure in clusters via isotropic multi-well pair potentials
Jennifer E. Doyle, Maya M. Martirossyan, Julia Dshemuchadse +1
The mechanical, optical, and chemical properties of a wide variety of soft materials are enabled and constrained by their bulk structure. How this structure emerges at small system…
Self-Supervised Learning for Ordered Three-Dimensional Structures
Matthew Spellings, Maya Martirossyan, Julia Dshemuchadse
Recent work has proven that training large language models with self-supervised tasks and fine-tuning these models to complete new tasks in a transfer learning setting is a powerfu…
A snapshot review on soft-materials assembly design utilizing machine learning methods
Maya M. Martirossyan, Hongjin Du, Julia Dshemuchadse +1
Since the surge of data in materials science research and the advancement in machine learning methods, an increasing number of researchers are introducing machine learning techniqu…
Local structural features elucidate crystallization of complex structures
Maya M. Martirossyan, Matthew Spellings, Hillary Pan +1
Complex crystal structures are composed of multiple local environments, and how this type of order emerges spontaneously during crystal growth has yet to be fully understood. We st…