Knowledge-integrated machine learning for materials: lessons from gameplaying and robotics

K Hippalgaonkar, Q Li, X Wang, JW Fisher III… - Nature Reviews …, 2023‏ - nature.com
As materials researchers increasingly embrace machine-learning (ML) methods, it is natural
to wonder what lessons can be learned from other fields undergoing similar developments …

Quantum simulation

IM Georgescu, S Ashhab, F Nori - Reviews of Modern Physics, 2014‏ - APS
Simulating quantum mechanics is known to be a difficult computational problem, especially
when dealing with large systems. However, this difficulty may be overcome by using some …

Quantum-centric supercomputing for materials science: A perspective on challenges and future directions

Y Alexeev, M Amsler, MA Barroca, S Bassini… - Future Generation …, 2024‏ - Elsevier
Computational models are an essential tool for the design, characterization, and discovery
of novel materials. Computationally hard tasks in materials science stretch the limits of …

Van der Waals heterostructures

AK Geim, IV Grigorieva - Nature, 2013‏ - nature.com
Research on graphene and other two-dimensional atomic crystals is intense and is likely to
remain one of the leading topics in condensed matter physics and materials science for …

Topological semimetal and Fermi-arc surface states in the electronic structure of pyrochlore iridates

X Wan, AM Turner, A Vishwanath, SY Savrasov - Physical Review B …, 2011‏ - APS
We investigate novel phases that emerge from the interplay of electron correlations and
strong spin-orbit interactions. We focus on describing the topological semimetal, a three …

Control of the metal–insulator transition in vanadium dioxide by modifying orbital occupancy

NB Aetukuri, AX Gray, M Drouard, M Cossale, L Gao… - Nature Physics, 2013‏ - nature.com
External control of the conductivity of correlated oxides is one of the most promising
schemes for realizing energy-efficient electronic devices. Vanadium dioxide (VO2), an …

Do** a Mott insulator: Physics of high-temperature superconductivity

PA Lee, N Nagaosa, XG Wen - Reviews of modern physics, 2006‏ - APS
This article reviews the physics of high-temperature superconductors from the point of view
of the do** of a Mott insulator. The basic electronic structure of cuprates is reviewed …

Angle-resolved photoemission studies of the cuprate superconductors

A Damascelli, Z Hussain, ZX Shen - Reviews of modern physics, 2003‏ - APS
The last decade witnessed significant progress in angle-resolved photoemission
spectroscopy (ARPES) and its applications. Today, ARPES experiments with 2-meV energy …

Unconventional superconductivity

GR Stewart - Advances in Physics, 2017‏ - Taylor & Francis
'Conventional'superconductivity, as used in this review, refers to electron–phonon-coupled
superconducting electron pairs described by BCS theory. Unconventional superconductivity …

A broadband superconducting detector suitable for use in large arrays

PK Day, HG LeDuc, BA Mazin, A Vayonakis… - Nature, 2003‏ - nature.com
Cryogenic detectors are extremely sensitive and have a wide variety of applications,,(
particularly in astronomy,,,,), but are difficult to integrate into large arrays like a modern CCD …