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20062022
most citedOrbNet: Deep Learning for Quantum Chemistry Using Symmetry-Adapted Atomic-Orbital Features

245 citations · 2.1k across the 36 of their papers we have counts for

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Showing 2019Show all

9 papers · 1 filter

physics.chem-ph2019★ 51 cited

Dimension-free path-integral molecular dynamics without preconditioning

Roman Korol, Jorge L. Rosa-Raíces, Nawaf Bou-Rabee +1

Convergence with respect to imaginary-time discretization is an essential part of any path-integral-based calculation. However, an unfortunate property of existing non-precondition…

physics.chem-ph2019★ 70 cited

Regression-clustering for Improved Accuracy and Training Cost with Molecular-Orbital-Based Machine Learning

Lixue Cheng, Nikola B. Kovachki, Matthew Welborn +1

Machine learning (ML) in the representation of molecular-orbital-based (MOB) features has been shown to be an accurate and transferable approach to the prediction of post-Hartree-F…

physics.app-ph2019★ 37 cited

Energy Conversion via Metal Nanolayers

Mavis D. Boamah, Emilie H. Lozier, Jeongmin Kim +4

Current approaches for electric power generation from nanoscale conducting or semi-conducting layers in contact with moving aqueous droplets are promising as they show efficiencies…

quant-ph2019★ 25 cited

Real-time density-matrix coupled-cluster approach for closed and open systems at finite temperature

Philip Shushkov, Thomas F. Miller

We extend the coupled-cluster method to correlated quantum dynamics of both closed and open systems at finite temperatures using the thermo-field formalism. The approach expresses…

physics.comp-ph2019★ 4 cited

Path-accelerated molecular dynamics: Parallel-in-time integration using path integrals

Jorge L. Rosa-Raíces, Bin Zhang, Thomas F. Miller

Massively parallel computer architectures create new opportunities for the performance of long-timescale molecular dynamics (MD) simulations. Here, we introduce the path-accelerate…

physics.chem-ph2019★ 62 cited

Cayley modification for strongly stable path-integral and ring-polymer molecular dynamics

Roman Korol, Nawaf Bou-Rabee, Thomas F. Miller

Path-integral-based molecular dynamics (MD) simulations are widely used for the calculation of numerically exact quantum Boltzmann properties and approximate dynamical quantities.…