118 citations · 164 across the 4 of their papers we have counts for
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cond-mat.mtrl-sci2024★ 1 cited
Gas permeability, diffusivity, and solubility in polymers: Simulation-experiment data fusion and multi-task machine learning
Brandon K. Phan, Kuan-Hsuan Shen, Rishi Gurnani +3
Machine learning (ML) models for predicting gas permeability through polymers have traditionally relied on experimental data. While these models exhibit robustness within familiar…
cond-mat.mtrl-sci2022★ 118 cited
Polymer informatics at-scale with multitask graph neural networks
Rishi Gurnani, Christopher Kuenneth, Aubrey Toland +1
Artificial intelligence-based methods are becoming increasingly effective at screening libraries of polymers down to a selection that is manageable for experimental inquiry. The va…