Data and ML Guided Materials Science
FOCUS · MAR-B37 · ID: 3091618
Presentations
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Mapping the genome of intermetallic clathrates
ORAL · Invited
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Publication: [1] P. Yox, F. Cerasoli, A. Sarkar, V. Kyveryga, G. Viswanathan, D. Donadio, and K. Kovnir, New Trick for an Old Dog: From Prediction to Properties of "Hidden Clathrates" Ba2Zn5As6 and Ba2Zn5Sb6, J. Am. Chem. Soc. 145, 4638 (2023).<br>[2] P. Yox, F. T. Cerasoli, A. Sarkar, G. Amobi, G. Viswanathan, J. Voyles, O. l. Lebedev, D. Donadio, and K. Kovnir, Organizing Chaos: Boosting Thermoelectric Properties by Ordering the Clathrate Framework of Ba8Cu16As30, Chem. Mater. (2024).<br>[3] A. Sarkar, F. T. Cerasoli, G. Viswanathan, D. Donadio, and K. Kovnir, ABa6Cu31Te22 (A = K, Rb, Cs) Featuring Polyanionic Copper–Telluride Frameworks with Ultralow Thermal Conductivity, ACS Appl. Mater. Interfaces 16, 39613 (2024).<br>[4] F. T. Cerasoli and D. Donadio, Effective optimization of atomic decoration in giant and superstructurally ordered crystals with machine learning, J. Chem. Phys. 161, 044101 (2024).<br>
Presenters
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Davide Donadio
University of California, Davis, University of California Davis
Authors
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Davide Donadio
University of California, Davis, University of California Davis
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Franklin T Cerasoli
University of California Davis
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Kirill Kovnir
Iowa State University
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Philip Yox
Iowa State University
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Arka Sarkar
Iowa State University
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Genevieve Amobi
Iowa State University
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Title (Oral): Data-Driven Discovery of Nonlinear Optical Properties in Two-Dimensional Materials
ORAL
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Presenters
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Kai Wagoner-Oshima
Rensselaer Polytechnic Institute
Authors
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Kai Wagoner-Oshima
Rensselaer Polytechnic Institute
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Romakanta Bhattarai
Rensselaer Polytechnic Institute
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Humberto Terrones
Rensselaer Polytechnic Institute
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Trevor David Rhone
Rensselaer Polytechnic Institute
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Abstract Withdrawn
ORAL Withdrawn
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Data-driven magneto-inter-atomic potentials for iron-nickel alloys
ORAL
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Publication: 1) Nikolov et. al., arXiv:2311.08737 (2023)<br>2) Nikolov et. al., Journal of Materials Science 57 (23), 10535-10548 (2022)
Presenters
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Kushal Ramakrishna
Helmholtz Zentrum Dresden-Rossendorf
Authors
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Kushal Ramakrishna
Helmholtz Zentrum Dresden-Rossendorf
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Mani Lokamani
Helmholtz-Zentrum Dresden-Rossendorf
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Attila Cangi
Helmholtz Zentrum Dresden-Rossendorf
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Uncertainty Quantification of SISSO-based Symbolic Regression and Application to the Discovery of Oxides for Water Splitting
ORAL
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Presenters
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AKHIL S NAIR
The NOMAD Laboratory at FHI, Max Planck Society
Authors
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AKHIL S NAIR
The NOMAD Laboratory at FHI, Max Planck Society
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Lucas Foppa
Fritz Haber Institute of the Max Planck Society, The NOMAD Laboratory at FHI, Max Planck Society
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Matthias Scheffler
The NOMAD Laboratory at FHI, Max Planck Society
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Theory-guided Data-driven Understanding of Temperature-dependent Phonons
ORAL
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Presenters
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Yi Xia
Portland State University, Northwestern University
Authors
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Yi Xia
Portland State University, Northwestern University
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Huiju Lee
Portland State University
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Zhi Li
Northwestern University
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Learning accurate electronic interactions in materials from cheap models
ORAL
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Presenters
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Sergei Kliavinek
Caltech
Authors
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Sergei Kliavinek
Caltech
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Ivan Maliyov
EPFL, CNRS, Aix-Marseille Universite, Caltech
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David Abramovitch
Caltech
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Marco Bernardi
Caltech
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Machine learning energy model for kinetic Monte Carlo simulations of itinerant Ising magnets
ORAL
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Presenters
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Alexa Tyberg
University of Virginia
Authors
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Gia-Wei Chern
University of Virginia
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Alexa Tyberg
University of Virginia
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Yunhao Fan
University of Virginia
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Abstract Withdrawn
ORAL Withdrawn
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Data-Driven, Quasi-continuum Theory for Confined Fluids at the Nanoscale
ORAL
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Presenters
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Bugra Yalcin
The University of Texas at Austin
Authors
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Bugra Yalcin
The University of Texas at Austin
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Jinu Jeong
University of Illinois at Urbana−Champaign, Urbana, The University of Illinois at Urbana-Champaign
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Ishan Mangesh Nadkarni
The University of Texas at Austin
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Chenxing Liang
The University of Texas at Austin
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Narayana R Aluru
The University of Texas at Austin, University of Texas at Austin
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