Writing

Research notes, paper thoughts, and practical materials informatics essays.

Short essays on polymer informatics, machine-learning workflows, research software, and lessons from recent papers.

POLYT5: Turning Polymer Design Into a Text-to-Text Problem

A first note on POLYT5, a polymer-native encoder-decoder language model for property prediction, conditional generation, and high-temperature dielectric polymer design.

POLYT5 polymer-design language-models materials-informatics