Chemical Physics · Physics
Mapping and Classifying Molecules from a High-Throughput Structural Database
Sandip De, Felix Musil, Teresa Ingram, Carsten Baldauf +1
2016-11-22
Materials Science · Physics
The ab initio amorphous materials database: Empowering machine learning to decode diffusivity
Hui Zheng, Eric Sivonxay, Max Gallant, Ziyao Luo +3
2024-02-02
Computational Engineering, Finance, and Science · Computer Science
Crystalline Material Discovery in the Era of Artificial Intelligence
Zhenzhong Wang, Haowei Hua, Wanyu Lin, Ming Yang +1
2026-02-11
Materials Science · Physics
Importance of feature engineering and database selection in a machine learning model: A case study on carbon crystal structures
Franz M. Rohrhofer, Santanu Saha, Simone Di Cataldo, Bernhard C. Geiger +2
2021-02-02
Materials Science · Physics
Generative AI for Crystal Structures: A Review
Pierre-Paul De Breuck, Hai-Chen Wang, Gian-Marco Rignanese, Silvana Botti +1
2025-09-04
Artificial Intelligence · Computer Science
Transforming organic chemistry research paradigms: moving from manual efforts to the intersection of automation and artificial intelligence
Chengchun Liu, Yuntian Chen, Fanyang Mo
2023-12-05
Materials Science · Physics
JAMIP: an artificial-intelligence aided data-driven infrastructure for computational materials informatics
Xin-Gang Zhao, Kun zhou, Bangyu Xing, Ruoting Zhao +12
2021-03-16
Machine Learning · Computer Science
Pathway to a fully data-driven geotechnics: lessons from materials informatics
Stephen Wu, Yu Otake, Yosuke Higo, Ikumasa Yoshida
2023-12-04
Chemical Physics · Physics
A data-driven interpretation of the stability of molecular crystals
Rose K. Cersonsky, Maria Pakhnova, Edgar A. Engel, Michele Ceriotti
2022-12-26
Materials Science · Physics
A General-Purpose Machine Learning Framework for Predicting Properties of Inorganic Materials
Logan Ward, Ankit Agrawal, Alok Choudhary, Christopher Wolverton
2016-08-29
Materials Science · Physics
Optical materials discovery and design with federated databases and machine learning
Victor Trinquet, Matthew L. Evans, Cameron J. Hargreaves, Pierre-Paul De Breuck +1
2024-07-29