Unsupervised Neural Networks for Quantum Eigenvalue Problems

10 October 2020

Papers citing "Unsupervised Neural Networks for Quantum Eigenvalue Problems"

11 / 11 papers shown

Title
Operator SVD with Neural Networks via Nested Low-Rank Approximation J. Jon Ryu Xiangxiang Xu H. Erol Yuheng Bu Lizhong Zheng G. Wornell 85 0 0 06 Feb 2024
On the uncertainty analysis of the data-enabled physics-informed neural network for solving neutron diffusion eigenvalue problem Yu Yang Helin Gong Qihong Yang Yangtao Deng Qiaolin He Shiquan Zhang DiffM 87 12 0 15 Mar 2023
First principles physics-informed neural network for quantum wavefunctions and eigenvalue surfaces M. Mattheakis G. R. Schleder Daniel T. Larson E. Kaxiras 50 3 0 08 Nov 2022
Transfer Learning with Physics-Informed Neural Networks for Efficient Simulation of Branched Flows Raphael Pellegrin Blake Bullwinkel M. Mattheakis P. Protopapas PINN AI4CE 68 9 0 01 Nov 2022
Physics-Informed Neural Networks for Quantum Eigenvalue Problems Henry Jin M. Mattheakis P. Protopapas 46 35 0 24 Feb 2022
Interpolating between BSDEs and PINNs: deep learning for elliptic and parabolic boundary value problems Nikolas Nusken Lorenz Richter PINN DiffM 103 30 0 07 Dec 2021
Adversarial Sampling for Solving Differential Equations with Neural Networks Kshitij Parwani P. Protopapas 49 2 0 20 Nov 2021
Learning Size and Shape of Calabi-Yau Spaces Magdalena Larfors A. Lukas Fabian Ruehle Robin Schneider 41 43 0 02 Nov 2021
Unsupervised Reservoir Computing for Solving Ordinary Differential Equations M. Mattheakis H. Joy P. Protopapas 58 13 0 25 Aug 2021
A Swarm Variant for the Schrödinger Solver U. Jivani Omatharv Bharat Vaidya Anwesh Bhattacharya Snehanshu Saha 34 2 0 10 Apr 2021
A New Artificial Neuron Proposal with Trainable Simultaneous Local and Global Activation Function T. Ferreira M. Mattheakis P. Protopapas 28 1 0 15 Jan 2021