Physics-inspired structural representations for molecules and materials

F Musil, A Grisafi, AP Bartók, C Ortner… - Chemical …, 2021 - ACS Publications
The first step in the construction of a regression model or a data-driven analysis, aiming to
predict or elucidate the relationship between the atomic-scale structure of matter and its …

Self-assembly of colloidal nanocrystals: from intricate structures to functional materials

MA Boles, M Engel, DV Talapin - Chemical reviews, 2016 - ACS Publications
Chemical methods developed over the past two decades enable preparation of colloidal
nanocrystals with uniform size and shape. These Brownian objects readily order into …

Machine learning for molecular simulation

F Noé, A Tkatchenko, KR Müller… - Annual review of …, 2020 - annualreviews.org
Machine learning (ML) is transforming all areas of science. The complex and time-
consuming calculations in molecular simulations are particularly suitable for an ML …

Accurate global machine learning force fields for molecules with hundreds of atoms

S Chmiela, V Vassilev-Galindo, OT Unke… - Science …, 2023 - science.org
Global machine learning force fields, with the capacity to capture collective interactions in
molecular systems, now scale up to a few dozen atoms due to considerable growth of model …

Machine learning interatomic potentials and long-range physics

DM Anstine, O Isayev - The Journal of Physical Chemistry A, 2023 - ACS Publications
Advances in machine learned interatomic potentials (MLIPs), such as those using neural
networks, have resulted in short-range models that can infer interaction energies with near …

Colloidal quantum dots as platforms for quantum information science

CR Kagan, LC Bassett, CB Murray… - Chemical …, 2020 - ACS Publications
Colloidal quantum dots (QDs) are nanoscale semiconductor crystals with surface ligands
that enable their dispersion in solvents. Quantum confinement effects facilitate wave function …

Versatile van der Waals density functional based on a meta-generalized gradient approximation

H Peng, ZH Yang, JP Perdew, J Sun - Physical Review X, 2016 - APS
A “best-of-both-worlds” van der Waals (vdW) density functional is constructed, seamlessly
supplementing the strongly constrained and appropriately normed (SCAN) meta …

Using coherence to enhance function in chemical and biophysical systems

GD Scholes, GR Fleming, LX Chen, A Aspuru-Guzik… - Nature, 2017 - nature.com
Coherence phenomena arise from interference, or the addition, of wave-like amplitudes with
fixed phase differences. Although coherence has been shown to yield transformative ways …

Aptamer–protein interactions: from regulation to biomolecular detection

C Ji, J Wei, L Zhang, X Hou, J Tan, Q Yuan… - Chemical …, 2023 - ACS Publications
Serving as the basis of cell life, interactions between nucleic acids and proteins play
essential roles in fundamental cellular processes. Aptamers are unique single-stranded …

First-principles models for van der Waals interactions in molecules and materials: Concepts, theory, and applications

J Hermann, RA DiStasio Jr, A Tkatchenko - Chemical Reviews, 2017 - ACS Publications
Noncovalent van der Waals (vdW) or dispersion forces are ubiquitous in nature and
influence the structure, stability, dynamics, and function of molecules and materials …