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Gowoon Cheon
Gowoon Cheon
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Year
The joint automated repository for various integrated simulations (JARVIS) for data-driven materials design
K Choudhary, KF Garrity, ACE Reid, B DeCost, AJ Biacchi, ...
npj computational materials 6 (1), 173, 2020
2492020
Machine learning-assisted discovery of solid Li-ion conducting materials
AD Sendek, ED Cubuk, ER Antoniuk, G Cheon, Y Cui, EJ Reed
Chemistry of Materials 31 (2), 342-352, 2018
2342018
Data mining for new two-and one-dimensional weakly bonded solids and lattice-commensurate heterostructures
G Cheon, KAN Duerloo, AD Sendek, C Porter, Y Chen, EJ Reed
Nano letters 17 (3), 1915-1923, 2017
2282017
Scaling deep learning for materials discovery
A Merchant, S Batzner, SS Schoenholz, M Aykol, G Cheon, ED Cubuk
Nature 624 (7990), 80-85, 2023
1272023
Elastic properties of bulk and low-dimensional materials using van der Waals density functional
K Choudhary, G Cheon, E Reed, F Tavazza
Physical Review B 98 (1), 014107, 2018
1262018
Quantifying the search for solid Li-ion electrolyte materials by anion: a data-driven perspective
AD Sendek, G Cheon, M Pasta, EJ Reed
The Journal of Physical Chemistry C 124 (15), 8067-8079, 2020
372020
Revealing the spectrum of unknown layered materials with superhuman predictive abilities
G Cheon, ED Cubuk, ER Antoniuk, L Blumberg, JE Goldberger, EJ Reed
The journal of physical chemistry letters 9 (24), 6967-6972, 2018
362018
Spectrum of exfoliable 1D van der Waals molecular wires and their electronic properties
Y Zhu, DA Rehn, ER Antoniuk, G Cheon, R Freitas, A Krishnapriyan, ...
ACS nano 15 (6), 9851-9859, 2021
232021
Data-centric framework for crystal structure identification in atomistic simulations using machine learning
HW Chung, R Freitas, G Cheon, EJ Reed
Physical Review Materials 6 (4), 043801, 2022
162022
The joint automated repository for various integrated simulations (JARVIS) for data-driven materials design. npj Computational Materials 6
K Choudhary, KF Garrity, ACE Reid, B DeCost, AJ Biacchi, ARH Walker, ...
ISSN, 2020
162020
Crystal structure search with random relaxations using graph networks
G Cheon, L Yang, K McCloskey, EJ Reed, ED Cubuk
Preprint at https://arxiv. org/abs/2012.02920, 2020
142020
Discovery of materials with extreme work functions by high-throughput density functional theory and machine learning
P Schindler, ER Antoniuk, G Cheon, Y Zhu, EJ Reed
arXiv e-prints, arXiv: 2011.10905, 2020
102020
Machine learning-assisted discovery of many new solid li-ion conducting materials
AD Sendek, ED Cubuk, ER Antoniuk, G Cheon, Y Cui, EJ Reed
arXiv preprint arXiv:1808.02470, 2018
62018
New assembly-free bulk layered inorganic vertical heterostructures with infrared and optical bandgaps
ER Antoniuk, G Cheon, A Krishnapriyan, DA Rehn, Y Zhou, EJ Reed
Nano letters 19 (1), 142-149, 2018
42018
N, Sendek AD, Porter C, Chen Y and Reed EJ 2017
G Cheon, KA Duerloo
Nano Lett 17, 1915
21915
Accurate Prediction of Experimental Band Gaps from Large Language Model-Based Data Extraction
SJ Yang, S Li, S Venugopalan, V Tshitoyan, M Aykol, A Merchant, ...
arXiv preprint arXiv:2311.13778, 2023
12023
Predicting the synthesizability of crystalline inorganic materials from the data of known material compositions
ER Antoniuk, G Cheon, G Wang, D Bernstein, W Cai, EJ Reed
npj Computational Materials 9 (1), 155, 2023
12023
Crystal Structure Search with Random Structure Relaxations Using Graph Networks
ED Cubuk, EJ Reed, G Cheon, KJ McCloskey, L Yang, M Brenner
12020
1D van der Waals Molecular Wires: Exfoliation Energies, Electronic Properties and Machine Learning Discovery
Y Zhu, D Rehn, E Antoniuk, G Cheon, R Freitas, A Krishnapriyan, E Reed
APS March Meeting Abstracts 2022, G47. 001, 2022
2022
Finding a Needle in a Haystack: Success stories of Data Mining and Machine Learning for Electronic Materials Selection
G Cheon, ED Cubuk, E Antoniuk, L Blumberg, J Goldberger, E Reed
2021 International Symposium on VLSI Technology, Systems and Applications …, 2021
2021
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Articles 1–20