Building Data-driven Models with Microstructural Images: Generalization and Interpretability. - Julia Ling; Maxwell Hutchinson; Erin Antono; Brian DeCost; Elizabeth A. Holm; Bryce Meredig (CoRR, 2017)

Overcoming data scarcity with transfer learning. - Maxwell L. Hutchinson; Erin Antono; Brenna M. Gibbons; Sean Paradiso; Julia Ling; Bryce Meredig (CoRR, 2017)

Assessing the Frontier: Active Learning, Model Accuracy, and Multi-objective Materials Discovery and Optimization. - Zachary del Rosario; Yoolhee Kim; Matthias Rupp; Erin Antono; Julia Ling (CoRR, 2019)

Machine-learned metrics for predicting the likelihood of success in materials discovery. - Yoolhee Kim; Edward Kim; Erin Antono; Bryce Meredig; Julia Ling (CoRR, 2019)