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Papers band gap regression

“band gap regression” 태그가 달린 논문 2편 · 필터 해제

Band-gap regression with architecture-optimized message-passing neural networks

2023-09-12 · Tim Bechtel, Daniel T. Speckhard, Jonathan Godwin, Claudia Draxl

Graph-based neural networks and, specifically, message-passing neural networks (MPNNs) have shown great potential in predicting physical properties of solids. In this work, we train an MPNN to first classify materials th…

Band Gapband gap regressionNeural Architecture Searchregression+1

Deep-Learning Estimation of Band Gap with the Reading-Periodic-Table Method and Periodic Convolution Layer

2019-11-16 · Tomohiko Konno

We verified that the deep learning method named reading periodic table introduced by ref. Deep Learning Model for Finding New Superconductors, which utilizes deep learning to read the periodic table and the laws of the e…

Band Gapband gap classificationband gap regressionDeep Learning
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