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In October 2018 an APS Physics Next Workshop on Machine Learning was held in Riverhead, NY. This article reviews and summarizes the proceedings of this very broad, emerging field.

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Machine learning and the physical sciences
Giuseppe Carleo, Ignacio Cirac, Kyle Cranmer, Laurent Daudet, Maria Schuld, Naftali Tishby, Leslie Vogt-Maranto, and Lenka Zdeborová
Rev. Mod. Phys. 91, 045002 (2019)

Colloquium: Atomic spin chains on surfaces

Deung-Jang Choi, Nicolas Lorente, Jens Wiebe, Kirsten von Bergmann, Alexander F. Otte, and Andreas J. Heinrich

Rev. Mod. Phys. 91, 041001 (2019) - Published 4 October, 2019

Low-dimensional physical systems are characterized by unusual behavior due to strong quantum fluctuations and electron-electron interactions which arise from the confinement of electrons. The capability of tuning interactions and geometry of one-dimensional (1D) systems is an opportunity to test the limits of quantum systems. In this Colloquium the physics of 1D spin chains on surfaces is discussed from the experimental and theoretical points of view. Also discussed are the opportunities in emerging areas of research such as quantum computation and communication and spintronics.

Colloquium: The physics of axion stars

Eric Braaten and Hong Zhang

Rev. Mod. Phys. 91, 041002 (2019) - Published 16 October, 2019

Axions, which can explain the lack of CP violation in QCD, are also prime candidates for dark matter. Under the action of gravity, QCD axions condense into Bose-Einstein condensates called axion stars. In this Colloquium the properties of axion stars and of self-bound Bose-Einstein condensates of axions are described. This important and timely summary of axion star research should motivate new strategies for dark matter axion searches.

Colloquium: Ice rule and emergent frustration in particle ice and beyond

Antonio Ortiz-Ambriz, Cristiano Nisoli, Charles Reichhardt, Cynthia J. O. Reichhardt, and Pietro Tierno

Rev. Mod. Phys. 91, 041003 (2019) - Published 30 December, 2019

Complex behavior in soft materials comes from the interactions between its components and geometrical constraints associated with lattice structures. Frustration is one classical example of such complex behavior leading to a plethora of phases and new phenomena. In this Colloquium the case of the ice rule is discussed and how it reflects in other soft materials.

Shortcuts to adiabaticity: Concepts, methods, and applications

D. Guéry-Odelin, A. Ruschhaupt, A. Kiely, E. Torrontegui, S. Martínez-Garaot, and J. G. Muga

Rev. Mod. Phys. 91, 045001 (2019) - Published 24 October, 2019

Adiabatic evolution along the instantaneous eigenstate of a time-dependent Hamiltonian is used for robust and high fidelity state transfer in atomic and molecular physics. Shortcuts to adiabaticity (STA) are systematic approaches to accomplish the same final state transfer in a faster manner. This article presents an introduction to STA and reviews different theoretical approaches and applications of STA to a range of scientific and engineering tasks in quantum physics and beyond.

Machine learning and the physical sciences

Giuseppe Carleo, Ignacio Cirac, Kyle Cranmer, Laurent Daudet, Maria Schuld, Naftali Tishby, Leslie Vogt-Maranto, and Lenka Zdeborová

Rev. Mod. Phys. 91, 045002 (2019) - Published 6 December, 2019

In October 2018 an APS Physics Next Workshop on Machine Learning was held in Riverhead, NY. This article reviews and summarizes the proceedings of this very broad, emerging field.

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Jet substructure at the Large Hadron Collider

Roman Kogler, Benjamin Nachman, Alexander Schmidt, Lily Asquith, Emma Winkels, Mario Campanelli, Chris Delitzsch, Philip Harris, Andreas Hinzmann, Deepak Kar, Christine McLean, Justin Pilot, Yuta Takahashi, Nhan Tran, Caterina Vernieri, and Marcel Vos

Rev. Mod. Phys. 91, 045003 (2019) - Published 12 December, 2019

Jets are collimated sprays of particles, produced in abundance in high energy particle collisions and play a central role in the physics of fundamental particles: they provide key insights into the structure of the strong force and are indispensable in the study of the couplings of the Higgs boson to heavy quarks. Investigations of jet substructure enable measurements in unexplored kinematic regimes and may reveal new processes, while posing interesting theoretical and experimental challenges particularly in the era of the CERN Large Hadron Collider. This article reviews the development and use of the jet substructure techniques by ATLAS and CMS experiments at the LHC.

Nonequilibrium physics in biology

Xiaona Fang, Karsten Kruse, Ting Lu, and Jin Wang

Rev. Mod. Phys. 91, 045004 (2019) - Published 20 December, 2019

Life is made of active matter that operates out of thermodynamic equilibrium by consuming energy. The nonequilibrium physics that connects the macroscopic feature of a living system from the molecular components making up the active matter is still not well understood. This review reports on major advances in the field of nonequilibrium dynamics and thermodynamics for bridging the knowledge gap in describing how biology works, from small molecular motors to aging, through the lens of a physicist.

Odd-frequency superconductivity

Jacob Linder and Alexander V. Balatsky

Rev. Mod. Phys. 91, 045005 (2019) - Published 24 December, 2019

The formation of Cooper pairs most commonly occurs in the form of a spin singlet, with an even-parity gap function. Alternatively, one can have spin-triplet pairing with an odd-parity gap. Berezinskii noticed long ago that spin-triplet pairing with a gap that has even parity, but is odd in time, is also allowed. This pairing was originally perceived as an unlikely possibility. It has been shown to be a candidate for the pairing realized in unusual superconductors, in Josephson junctions and even in platforms hosting Majorana fermions. This review discusses the current state of the theory as well as proposed experimental realizations.

Publisher’s Note: CP violation in the Bs0 system [Rev. Mod. Phys. 88, 45002 (2016)]

Marina Artuso, Guennadi Borissov, and Alexander Lenz

Rev. Mod. Phys. 91, 049901 (2019) - Published 4 December, 2019

Erratum: Axions and the strong CP problem [Rev. Mod. Phys. 82, 557 (2010)]

Jihn E. Kim and Gianpaolo Carosi

Rev. Mod. Phys. 91, 049902 (2019) - Published 30 December, 2019

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