Mutual information, neural networks and the renormalization group

Why Does Deep and Cheap Learning Work So Well?

(2017) Henry W. Lin et al.   JOURNAL OF STATISTICAL PHYSICS

Deep Learning the Quantum Phase Transitions in Random Electron Systems: Applications to Three Dimensions

(2017) Tomi Ohtsuki et al.   JOURNAL OF THE PHYSICAL SOCIETY OF JAPAN

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

Solving the quantum many-body problem with artificial neural networks

(2017) Giuseppe Carleo et al.   SCIENCE

Mastering the game of Go with deep neural networks and tree search

(2016) David Silver et al.   NATURE

A structural approach to relaxation in glassy liquids

(2016) S. S. Schoenholz et al.   Nature Physics

Deep learning

(2015) Yann LeCun et al.   NATURE

The renormalization group via statistical inference

(2015) Cédric Bény et al.   NEW JOURNAL OF PHYSICS

Machine learning: Trends, perspectives, and prospects

(2015) M. I. Jordan et al.   SCIENCE

Geometric Mutual Information at Classical Critical Points

(2014) Jean-Marie Stéphan et al.   PHYSICAL REVIEW LETTERS

p6chiral resonating valence bonds in the kagome antiferromagnet

(2013) Sylvain Capponi et al.   PHYSICAL REVIEW B

Tensor network study of the Shastry-Sutherland model in zero magnetic field

(2013) Philippe Corboz et al.   PHYSICAL REVIEW B

Parameter Space Compression Underlies Emergent Theories and Predictive Models

(2013) B. B. Machta et al.   SCIENCE

Detection of hidden structures for arbitrary scales in complex physical systems

(2012) P. Ronhovde et al.   Scientific Reports

Detecting hidden spatial and spatio-temporal structures in glasses and complex physical systems by multiresolution network clustering

(2011) P. Ronhovde et al.   EUROPEAN PHYSICAL JOURNAL E

Information theory and renormalization group flows

(2011) S.M. Apenko   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Super-human multi-talker speech recognition: A graphical modeling approach

(2009) John R. Hershey et al.   COMPUTER SPEECH AND LANGUAGE