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Machine learning quantum dynamics


Signatures of quantum phase transitions after quenches in quantum chaotic one-dimensional systems

Author(s): Haldar, Asmi; Mallayya, Krishnanand; Heyl, Markus; Pollmann, Frank; Rigol, Marcos; Das, Arnab
Published in: 2020

Finite-temperature critical behavior of long-range quantum Ising models

Author(s): E. Gonzalez-Lazo, M. Heyl, M. Dalmonte, A. Angelone
Published in: 2021

Quantum entanglement recognition

Author(s): Khoo, Jun Yong; Heyl, Markus
Published in: 2020

Fate of Algebraic Many-Body Localization under driving

Author(s): Heiko Burau, Markus Heyl, Giuseppe De Tomasi
Published in: 2021

Quantum phase transition dynamics in the two-dimensional transverse-field Ising model

Author(s): Markus Schmitt, Marek M. Rams, Jacek Dziarmaga, Markus Heyl, Wojciech H. Zurek
Published in: 2021

Long-range Ising chains: eigenstate thermalization and symmetry breaking of excited states

Author(s): Russomanno, Angelo; Fava, Michele; Heyl, Markus
Published in: 2020

Saturating the quantum Cram\'er-Rao bound and measuring the related quantum Fisher information in a nitrogen-vacancy center in diamond

Author(s): Liu, Yu; Yu, Min; Yang, Pengcheng; Gong, Musang; Cao, Qingyun; Zhang, Shaoliang; Liu, Haibin; Heyl, Markus; Ozawa, Tomoki; Goldman, Nathan; Cai, Jianming
Published in: 2020

Local measures of dynamical quantum phase transitions

Author(s): Halimeh, Jad C.; Trapin, Daniele; Van Damme, Maarten; Heyl, Markus
Published in: 2020

Subdiffusive dynamics and critical quantum correlations in a disorder-free localized Kitaev honeycomb model out of equilibrium

Author(s): Zhu, Guo-Yi; Heyl, Markus
Published in: 2020

Unconventional critical exponents at dynamical quantum phase transitions in a random Ising chain

Author(s): Trapin, Daniele; Halimeh, Jad C.; Heyl, Markus
Published in: 2020

Real-time dynamics of 1D and 2D bosonic quantum matter deep in the many-body localized phase

Author(s): Sun Woo Kim, Giuseppe De Tomasi, Markus Heyl
Published in: 2021

Spatiotemporal dynamics of particle collisions in quantum spin chains

Author(s): Karpov, P. I.; Zhu, G. -Y.; Heller, M. P.; Heyl, M.
Published in: 2020

Reinforcement Learning for Digital Quantum Simulation

Author(s): Bolens, Adrien; Heyl, Markus
Published in: 2020

Quantum Many-Body Dynamics in Two Dimensions with Artificial Neural Networks

Author(s): Markus Schmitt, Markus Heyl
Published in: Physical Review Letters, Issue 125/10, 2020, Page(s) 100503, ISSN 0031-9007
DOI: 10.1103/physrevlett.125.100503

Geometrical quench and dynamical quantum phase transition in the α − T 3 lattice

Author(s): Balázs Gulácsi, Markus Heyl, Balázs Dóra
Published in: Physical Review B, Issue 101/20, 2020, Page(s) 043036, ISSN 2469-9950
DOI: 10.1103/physrevb.101.205135

Variational classical networks for dynamics in interacting quantum matter

Author(s): Roberto Verdel, Markus Schmitt, Yi-Ping Huang, Petr Karpov, Markus Heyl
Published in: Physical Review B, Issue 103/16, 2021, Page(s) 165103, ISSN 2469-9950
DOI: 10.1103/physrevb.103.165103

Unitary Long-Time Evolution with Quantum Renormalization Groups and Artificial Neural Networks

Author(s): Heiko Burau, Markus Heyl
Published in: Physical Review Letters, Issue 127/5, 2021, Page(s) 050601, ISSN 0031-9007
DOI: 10.1103/physrevlett.127.050601

Non-Hermitian Kibble-Zurek Mechanism with Tunable Complexity in Single-Photon Interferometry

Author(s): Lei Xiao, Dengke Qu, Kunkun Wang, Hao-Wei Li, Jin-Yu Dai, Balázs Dóra, Markus Heyl, Roderich Moessner, Wei Yi, Peng Xue
Published in: PRX Quantum, Issue 2/2, 2021, Page(s) 020313, ISSN 2691-3399
DOI: 10.1103/prxquantum.2.020313

Discrete truncated Wigner approach to dynamical phase transitions in Ising models after a quantum quench

Author(s): Reyhaneh Khasseh, Angelo Russomanno, Markus Schmitt, Markus Heyl, Rosario Fazio
Published in: Physical Review B, Issue 102/1, 2020, Page(s) 014303, ISSN 2469-9950
DOI: 10.1103/physrevb.102.014303

Disorder-Free Localization in an Interacting 2D Lattice Gauge Theory

Author(s): P. Karpov, R. Verdel, Y.-P. Huang, M. Schmitt, M. Heyl
Published in: Physical Review Letters, Issue 126/13, 2021, Page(s) 130401, ISSN 0031-9007
DOI: 10.1103/physrevlett.126.130401

Real-time dynamics of string breaking in quantum spin chains

Author(s): Roberto Verdel, Fangli Liu, Seth Whitsitt, Alexey V. Gorshkov, Markus Heyl
Published in: Physical Review B, Issue 102/1, 2020, Page(s) 014308, ISSN 2469-9950
DOI: 10.1103/physrevb.102.014308

Nonlinear entanglement growth in inhomogeneous space-times

Author(s): Arkadiusz Kosior, Markus Heyl
Published in: Physical Review Research, Issue 2/4, 2020, Page(s) 043036, ISSN 2643-1564
DOI: 10.1103/physrevresearch.2.043036