Scientific Publications

We thrive on the cutting edge of science. Check out the peer-reviewed publications authored by members of our team.

Experimental evidence of record-breaking solid electrolyte discovered by machine learning

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ACS Publications

Review of machine learning-based modeling for battery material design

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Wiley Online Library

Two new low electrochemical expansion cathode materials identified from 38,000+ candidates

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Springer Link

Perspective on battery-powered urban aircraft

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Nature

Technoeconomic analysis of iron-air batteries

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ECSarXiv Preprints

Facile screening of billions of candidate materials with ML models

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AIP Publishing

ML-accelerated colloidal synthesis and discovery

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AIP Publishing

New solid electrolytes that outperform state-of-the-art

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ACS Publications

5x faster exploration of battery material design space

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ScienceDirect

Predict alloy melting temperature to within 100K

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arXiv

Discovery of new dendrite-suppressing solid electrolytes

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ACS Publications

Liquid crystalline electrolytes enable dendrite-suppression

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Proceedings of the National Academy of Sciences (PNAS)

Discovery of new solid ion conductor materials with 2X higher precision than human experts

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ACS Publications

Thousand-fold acceleration in new cathode discovery with ML potentials

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AIP Publishing