Machine learning meets quantum physics

The marriage of the two fields may give birth to a new research frontier that could transform them both.

[1]  Demis Hassabis,et al.  Mastering the game of Go with deep neural networks and tree search , 2016, Nature.

[2]  Hans-J. Briegel,et al.  Machine learning \& artificial intelligence in the quantum domain , 2017, ArXiv.

[3]  Lu-Ming Duan,et al.  Efficient representation of quantum many-body states with deep neural networks , 2017, Nature Communications.

[4]  Dong-Ling Deng,et al.  Machine Learning Topological States , 2016, 1609.09060.

[5]  Geoffrey E. Hinton,et al.  Deep Learning , 2015, Nature.

[6]  Matthias Troyer,et al.  Solving the quantum many-body problem with artificial neural networks , 2016, Science.

[7]  S. Huber,et al.  Learning phase transitions by confusion , 2016, Nature Physics.

[8]  I. Chuang,et al.  Quantum Computation and Quantum Information: Bibliography , 2010 .

[9]  Jacob biamonte,et al.  Quantum machine learning , 2016, Nature.

[10]  M. Freedman,et al.  Topological Quantum Computation , 2001, quant-ph/0101025.

[11]  Dong-Ling Deng,et al.  Machine Learning Detection of Bell Nonlocality in Quantum Many-Body Systems. , 2017, Physical review letters.

[12]  Roger G. Melko,et al.  Machine learning phases of matter , 2016, Nature Physics.

[13]  Demis Hassabis,et al.  Mastering the game of Go without human knowledge , 2017, Nature.

[14]  Simone Severini,et al.  Quantum machine learning: a classical perspective , 2017, Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[15]  A. Harrow,et al.  Quantum algorithm for linear systems of equations. , 2008, Physical review letters.

[16]  Lei Wang,et al.  Discovering phase transitions with unsupervised learning , 2016, 1606.00318.

[17]  Michael I. Jordan,et al.  Machine learning: Trends, perspectives, and prospects , 2015, Science.

[18]  L-M Duan,et al.  A quantum machine learning algorithm based on generative models , 2018, Science Advances.

[19]  D. Deng,et al.  Quantum Entanglement in Neural Network States , 2017, 1701.04844.

[20]  U. Schollwoeck The density-matrix renormalization group in the age of matrix product states , 2010, 1008.3477.

[21]  Matthias Troyer,et al.  Neural-network quantum state tomography , 2018 .