Papers matching “computational learning theory” 20
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Constitutive artificial neural networks: A fast and general approach to predictive data-driven constitutive modeling by deep learning2020 Journal of Computational Physics article Materials Science Machine Learning in Materials Science Open access cited by 3 patents
Kevin Linka, Markus Hillgärtner, Kian P. Abdolazizi, Roland Can Aydin, Mikhail Itskov, Christian Johannes Cyron
341citations -
Computing formation enthalpies through an explainable machine learning method: the case of lanthanide orthophosphates solid solutions2024 Frontiers in Applied Mathematics and Statistics article Materials Science Machine Learning in Materials Science Open access
Edoardo Di Napoli, Xinzhe Wu, Thomas Bornhake, Piotr M. Kowalski
1citations -
A first-principles and machine learning combined method to investigate the interfacial friction between corrugated graphene2021 Modelling and Simulation in Materials Science and Engineering article Materials Science Machine Learning in Materials Science
Zugang Liu, Xinpeng Zhao, Heyuan Wang, Yuan Ma, Lei Gao, Haiyou Huang, +3 more
9citations -
Benchmarking short-range machine learning potentials for atomistic simulations of metal/electrolyte interfaces2026 arXiv (Cornell University) preprint Materials Science Machine Learning in Materials Science Open access
Lucas B. T. de Kam, Jiaxin Zhu, Ankit Mathanker, Katharina Doblhoff-Dier, Nitish Govindarajan
1citations -
Common workflows for computing material properties using different quantum engines2021 npj Computational Materials article Materials Science Machine Learning in Materials Science Open access
Sebastiaan P. Huber, Emanuele Bosoni, Marnik Bercx, Augustin Degomme, Vladimir Dikan, Kristjan Eimre, +19 more
40citations -
A Systematic Review of Mathematical Modelling of Electromagnetic Shielding Effectiveness: Methods, Architectures, and Future Research Directions0citations
20 results