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Fall_2023_Deep_Learning_project_submission_-_Nofit_Segal #8

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384 changes: 296 additions & 88 deletions _posts/2023-11-08-A-deeper-look-into-equivariance-for-materials-data.md

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@article{min2020accelerated,
title={Accelerated discovery of novel inorganic materials with desired properties using active learning},
author={Min, Kyoungmin and Cho, Eunseog},
journal={The Journal of Physical Chemistry C},
volume={124},
number={27},
pages={14759--14767},
year={2020},
publisher={ACS Publications}
}
@article{merchant2023scaling,
title={Scaling deep learning for materials discovery},
author={Merchant, Amil and Batzner, Simon and Schoenholz, Samuel S and Aykol, Muratahan and Cheon, Gowoon and Cubuk, Ekin Dogus},
journal={Nature},
pages={1--6},
year={2023},
publisher={Nature Publishing Group UK London}
}
@article{pyzer2022accelerating,
title={Accelerating materials discovery using artificial intelligence, high performance computing and robotics},
author={Pyzer-Knapp, Edward O and Pitera, Jed W and Staar, Peter WJ and Takeda, Seiji and Laino, Teodoro and Sanders, Daniel P and Sexton, James and Smith, John R and Curioni, Alessandro},
journal={npj Computational Materials},
volume={8},
number={1},
pages={84},
year={2022},
publisher={Nature Publishing Group UK London}
}
@article{schutt2018schnet,
title={Schnet--a deep learning architecture for molecules and materials},
author={Sch{\"u}tt, Kristof T and Sauceda, Huziel E and Kindermans, P-J and Tkatchenko, Alexandre and M{\"u}ller, K-R},
journal={The Journal of Chemical Physics},
volume={148},
number={24},
year={2018},
publisher={AIP Publishing}
}
@article{batzner20223,
title={E (3)-equivariant graph neural networks for data-efficient and accurate interatomic potentials},
author={Batzner, Simon and Musaelian, Albert and Sun, Lixin and Geiger, Mario and Mailoa, Jonathan P and Kornbluth, Mordechai and Molinari, Nicola and Smidt, Tess E and Kozinsky, Boris},
journal={Nature communications},
volume={13},
number={1},
pages={2453},
year={2022},
publisher={Nature Publishing Group UK London}
}
@article{chmiela2019sgdml,
title={sGDML: Constructing accurate and data efficient molecular force fields using machine learning},
author={Chmiela, Stefan and Sauceda, Huziel E and Poltavsky, Igor and M{\"u}ller, Klaus-Robert and Tkatchenko, Alexandre},
journal={Computer Physics Communications},
volume={240},
pages={38--45},
year={2019},
publisher={Elsevier}
}
@article{DBLP:journals/corr/abs-1905-04943,
author = {Nicolas Keriven and
Gabriel Peyr{\'{e}}},
title = {Universal Invariant and Equivariant Graph Neural Networks},
journal = {CoRR},
volume = {abs/1905.04943},
year = {2019},
url = {http://arxiv.org/abs/1905.04943},
eprinttype = {arXiv},
eprint = {1905.04943},
timestamp = {Sun, 25 Jul 2021 11:39:06 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1905-04943.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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