activity
20232026
most citedPredicting nonequilibrium Green's function dynamics and photoemission spectra via nonlinear integral operator learning

1 citations · 1 across the 5 of their papers we have counts for

collaborators
Showing 2023Show all

2 papers · 1 filter

cond-mat.mtrl-sci2023

Dynamic mode decomposition of nonequilibrium electron-phonon dynamics: accelerating the first-principles real-time Boltzmann equation

Ivan Maliyov, Jia Yin, Jia Yao +2

Nonequilibrium dynamics governed by electron-phonon (e-ph) interactions plays a key role in electronic devices and spectroscopies and is central to understanding electronic excitat…

cs.LG2023

Learning nonlinear integral operators via Recurrent Neural Networks and its application in solving Integro-Differential Equations

Hardeep Bassi, Yuanran Zhu, Senwei Liang +4

In this paper, we propose using LSTM-RNNs (Long Short-Term Memory-Recurrent Neural Networks) to learn and represent nonlinear integral operators that appear in nonlinear integro-di…