268 citations · 849 across the 7 of their papers we have counts for
7 papers
Superconductor discovery in the emerging paradigm of Materials Informatics
Huan Tran, Hieu-Chi Dam, Christopher Kuenneth +2
The last two decades have witnessed a tremendous number of computational predictions of hydride-based (phonon-mediated) superconductors, mostly at extremely high pressures, i.e., h…
Polymer Informatics Beyond Homopolymers
Shivank S. Shukla, Christopher Kuenneth, Rampi Ramprasad
Polymers are diverse and versatile materials that have met a wide range of material application demands. They come in several flavors and architectures, e.g., homopolymers, copolym…
polyBERT: A chemical language model to enable fully machine-driven ultrafast polymer informatics
Christopher Kuenneth, Rampi Ramprasad
Polymers are a vital part of everyday life. Their chemical universe is so large that it presents unprecedented opportunities as well as significant challenges to identify suitable…
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…
Bioplastic Design using Multitask Deep Neural Networks
Christopher Kuenneth, Jessica Lalonde, Babetta L. Marrone +3
Non-degradable plastic waste stays for decades on land and in water, jeopardizing our environment; yet our modern lifestyle and current technologies are impossible to sustain witho…
Copolymer Informatics with Multi-Task Deep Neural Networks
Christopher Künneth, William Schertzer, Rampi Ramprasad
Polymer informatics tools have been recently gaining ground to efficiently and effectively develop, design, and discover new polymers that meet specific application needs. So far,…
Polymer Informatics: Current Status and Critical Next Steps
Lihua Chen, Ghanshyam Pilania, Rohit Batra +4
Artificial intelligence (AI) based approaches are beginning to impact several domains of human life, science and technology. Polymer informatics is one such domain where AI and mac…