2 papers
cond-mat.soft2026
Multi-scale Modeling of the Electro-viscoelasticity of Charged Polymers in Combined Flow and Electric Fields
Zachary Wolfgram, Jeffrey G. Ethier, Matthew Grasinger
The behavior of polymers in combined flow and electric fields underlies many manufacturing processes but remains poorly understood. To address this, we model charged polymers acros…
cs.LG2025
Pre-trained knowledge elevates large language models beyond traditional chemical reaction optimizers
Robert MacKnight, Jose Emilio Regio, Jeffrey G. Ethier +2
Modern optimization in experimental chemistry employs algorithmic search through black-box parameter spaces. Here we demonstrate that pre-trained knowledge in large language models…