Neural Network Matrix Product Operator: A Multi-Dimensionally Integrable Machine Learning Potential

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Neural Network Matrix Product Operator: A Multi-Dimensionally Integrable Machine Learning Potential

31 October 2024

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Papers citing "Neural Network Matrix Product Operator: A Multi-Dimensionally Integrable Machine Learning Potential"

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Title
MACE: Higher Order Equivariant Message Passing Neural Networks for Fast and Accurate Force Fields Ilyes Batatia D. P. Kovács G. Simm Christoph Ortner Gábor Csányi 97 507 0 15 Jun 2022
E(3)-Equivariant Graph Neural Networks for Data-Efficient and Accurate Interatomic Potentials Simon L. Batzner Albert Musaelian Lixin Sun Mario Geiger J. Mailoa M. Kornbluth N. Molinari Tess E. Smidt Boris Kozinsky 324 1,340 0 08 Jan 2021
Geoopt: Riemannian Optimization in PyTorch Max Kochurov R. Karimov Sergei Kozlukov 113 126 0 06 May 2020
TeaNet: universal neural network interatomic potential inspired by iterative electronic relaxations So Takamoto S. Izumi Ju Li GNN 65 80 0 02 Dec 2019
Riemannian Adaptive Optimization Methods Gary Bécigneul O. Ganea ODL 135 259 0 01 Oct 2018
The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks Jonathan Frankle Michael Carbin 411 3,497 0 09 Mar 2018
DeePMD-kit: A deep learning package for many-body potential energy representation and molecular dynamics Han Wang Linfeng Zhang Jiequn Han E. Weinan AI4CE 92 1,274 0 11 Dec 2017
Deep Potential Molecular Dynamics: a scalable model with the accuracy of quantum mechanics Linfeng Zhang Jiequn Han Han Wang R. Car E. Weinan 85 1,163 0 30 Jul 2017
SchNet: A continuous-filter convolutional neural network for modeling quantum interactions Kristof T. Schütt Pieter-Jan Kindermans Huziel Enoc Sauceda Felix Stefan Chmiela A. Tkatchenko K. Müller 170 1,088 0 26 Jun 2017
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.5K 150,700 0 22 Dec 2014
On the Complexity of Learning with Kernels Nicolò Cesa-Bianchi Yishay Mansour Ohad Shamir 102 38 0 05 Nov 2014
Stochastic gradient descent on Riemannian manifolds Silvere Bonnabel 135 593 0 22 Nov 2011