Current Selections

Machine learning many-electron wave functions via backflow transformations

May 31st, 2020

1. Backflow Transformations via Neural Networks for Quantum Many-Body Wave-Functions
Authors: D. Luo and B. K. Clark
Phys. Rev. Lett. 122, 226401 (2019); DOI:10.1103/PhysRevLett.122.226401
arXiv:1807.10770

2. Ab-Initio Solution of the Many-Electron Schrödinger Equation with Deep Neural Networks
Authors: D. Pfau, J. S. Spencer, A. G. de G. Matthews, and W. M. C. Foulkes
arXiv:1909.02487

3. Deep neural network solution of the electronic Schrödinger equation
Authors: J. Hermann, Z. Schätzle, and F. Noé
arXiv:1909.08423

Recommended with a commentary by Markus Holzmann, Univ. Grenoble Alpes, CNRS, LPMMC
|View Commentary (pdf)|

This commentary may be cited as:
DOI: 10.36471/JCCM_May_2020_01
https://doi.org/10.36471/JCCM_May_2020_01

AI theorist? Not yet

May 31st, 2020

AI Feynman: A physics-inspired method for symbolic regression
Authors: Silviu-Marian Udrescu and Max Tegmark
Sci. Adv. 6 : eaay2631, 2020; DOI: 10.1126/sciadv.aay2631

Recommended with a commentary by Ilya Nemenman, Emory University
|View Commentary (pdf)|

This commentary may be cited as:
DOI: 10.36471/JCCM_May_2020_02
https://doi.org/10.36471/JCCM_May_2020_02

What drives superconductivity in twisted bilayer graphene?

May 31st, 2020

1. The interplay of insulating and superconducting orders in magic-angle graphene bilayers
Authors: Petr Stepanov, Ipsita Das, Xiaobo Lu, Ali Fahimniya, Kenji Watanabe, Takashi Taniguchi, Frank H. L. Koppens, Johannes Lischner, Leonid Levitov, and Dmitri K. Efetov
arXiv:1911.09198

2. Decoupling superconductivity and correlated insulators in twisted bilayer graphene
Authors: Yu Saito, Jingyuan Ge, Kenji Watanabe, Takashi Taniguchi, and Andrea F. Young
arXiv:1911.13302

3. Tuning electron correlation in magic-angle twisted bilayer graphene using Coulomb screening
Authors: Xiaoxue Liu, Zhi Wang, K. Watanabe, T. Taniguchi, Oskar Vafek, and J.I.A. Li
arXiv:2003.11072

4. Nematicity and Competing Orders in Superconducting Magic-Angle Graphene
Authors: Yuan Cao, Daniel Rodan-Legrain, Jeong Min Park, Fanqi Noah Yuan, Kenji Watanabe, Takashi Taniguchi, Rafael M. Fernandes, Liang Fu, and Pablo Jarillo-Herrero
arXiv:2004.04148

Recommended with a commentary by T. Senthil, Massachusetts Institute of Technology
|View Commentary (pdf)|

This commentary may be cited as:
DOI: 10.36471/JCCM_May_2020_03
https://doi.org/10.36471/JCCM_May_2020_03

 

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