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Yuchao Lin

ORCID: 0009-0003-6271-6397
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About
Contact & Profiles
A5103214160
Research Areas
  • Electronic and Structural Properties of Oxides
  • Machine Learning in Materials Science
  • Electron and X-Ray Spectroscopy Techniques
  • X-ray Diffraction in Crystallography

Texas A&M University
 2024

 JARVIS-Leaderboard: a large scale benchmark of materials design methods
OPENALEX - Publications 
Kamal Choudhary Daniel Wines Kangming Li Kevin F. Garrity Vishu Gupta and 32 more A. Romero Jaron T. Krogel Kayahan Saritas Addis Fuhr Panchapakesan Ganesh Paul R. C. Kent Keqiang Yan Yuchao Lin Shuiwang Ji Ben Blaiszik Patrick Reiser Pascal Friederich Ankit Agrawal Pratyush Tiwary Eric R. Beyerle Peter Minch Trevor David Rhone Ichiro Takeuchi Robert B. Wexler Arun Mannodi‐Kanakkithodi Elif Ertekin Avanish Mishra Nithin Mathew Mitchell Wood Andrew Rohskopf Jason Hattrick‐Simpers Shih‐Han Wang Luke E. K. Achenie Hongliang Xin Maureen Williams Adam J. Biacchi Francesca Tavazza

Abstract Lack of rigorous reproducibility and validation are significant hurdles for scientific development across many fields. Materials science, in particular, encompasses a variety experimental theoretical approaches that require careful benchmarking. Leaderboard efforts have been developed previously to mitigate these issues. However, comprehensive comparison benchmarking on an integrated platform with multiple data modalities perfect defect materials is still lacking. This work...

10.1038/s41524-024-01259-w article EN cc-by npj Computational Materials 2024-05-07
 Large Scale Benchmark of Materials Design Methods
OPENALEX - Publications 
Kamal Choudhary Daniel Wines Kangming Li Kevin F. Garrity Vishu Gupta and 33 more A. Romero Jaron T. Krogel Kayahan Saritas Addis Fuhr Panchapakesan Ganesh Paul R. C. Kent Keqiang Yan Yuchao Lin Shuiwang Ji Ben Blaiszik Patrick Reiser Pascal Friederich Ankit Agrawal Pratyush Tiwary Eric R. Beyerle Peter Minch Trevor David Rhone Ichiro Takeuchi Robert B. Wexler Arun Mannodi‐Kanakkithodi Elif Ertekin Avanish Mishra Nithin Mathew Sterling G. Baird Mitchell Wood Andrew Rohskopf Jason Hattrick‐Simpers Shih‐Han Wang Luke E. K. Achenie Hongliang Xin Maureen Williams Adam J. Biacchi Francesca Tavazza

Lack of rigorous reproducibility and validation are major hurdles for scientific development across many fields. Materials science in particular encompasses a variety experimental theoretical approaches that require careful benchmarking. Leaderboard efforts have been developed previously to mitigate these issues. However, comprehensive comparison benchmarking on an integrated platform with multiple data modalities both perfect defect materials is still lacking. This work introduces...

10.48550/arxiv.2306.11688 preprint EN cc-by arXiv (Cornell University) 2023-01-01
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