Exploring neural network training strategies to determine phase transitions in frustrated magnetic models

Machine-Learning Studies on Spin Models

(2020) Kenta Shiina et al.   Scientific Reports

A high-bias, low-variance introduction to Machine Learning for physicists

(2019) Pankaj Mehta et al.   PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS

Identifying quantum phase transitions using artificial neural networks on experimental data

(2019) Benno S. Rem et al.   Nature Physics

Machine learning and the physical sciences

(2019) Giuseppe Carleo et al.   REVIEWS OF MODERN PHYSICS

Machine learning of frustrated classical spin models (II): Kernel principal component analysis

(2018) Ce Wang et al.   Frontiers of Physics

Machine Learning Many-Body Localization: Search for the Elusive Nonergodic Metal

(2018) Yi-Ting Hsu et al.   PHYSICAL REVIEW LETTERS

Learning phase transitions by confusion

(2017) Evert P. L. van Nieuwenburg et al.   Nature Physics

Machine learning phases of matter

(2017) Juan Carrasquilla et al.   Nature Physics

Machine learning quantum phases of matter beyond the fermion sign problem

(2017) Peter Broecker et al.   Scientific Reports

Tricritical behaviour of the frustrated Ising antiferromagnet on the honeycomb lattice

(2016) A. Bobák et al.   PHYSICS LETTERS A

Deep learning

(2015) Yann LeCun et al.   NATURE

Hole statistics and superfluid phases in quantum dimer models

(2013) C. A. Lamas et al.   PHYSICAL REVIEW B

Anisotropic frustrated Heisenberg model on the honeycomb lattice

(2012) Ansgar Kalz et al.   PHYSICAL REVIEW B

Location of the Potts-critical end point in the frustrated Ising model on the square lattice

(2012) Ansgar Kalz et al.   PHYSICAL REVIEW B

Ashkin-Teller Criticality and Pseudo-First-Order Behavior in a Frustrated Ising Model on the Square Lattice

(2012) Songbo Jin et al.   PHYSICAL REVIEW LETTERS

Quantum disordered phase on the frustrated honeycomb lattice

(2011) D. C. Cabra et al.   PHYSICAL REVIEW B

Analysis of the phase transition for the Ising model on the frustrated square lattice

(2011) Ansgar Kalz et al.   PHYSICAL REVIEW B