3 papers
cond-mat.soft2024
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…
cs.LG2024
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…
cond-mat.soft2024
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…