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Machine learning phases of matter

- J. Carrasquilla, R. Melko
- Physics, Computer Science
- 17 March 2016

TLDR

TOPICAL REVIEW: Monte Carlo studies of the dipolar spin ice model

- R. Melko, M. Gingras
- Chemistry, Physics
- 3 November 2004

We present a detailed overview of numerical Monte Carlo studies of the dipolar spin ice model, which has been shown to be an excellent quantitative descriptor of the Ising pyrochlore materials… Expand

Quantum Boltzmann Machine

- M. Amin, E. Andriyash, J. Rolfe, B. Kulchytskyy, R. Melko
- Physics, Computer Science
- 8 January 2016

TLDR

Long-range order at low temperatures in dipolar spin ice.

- R. Melko, B. C. den Hertog, M. Gingras
- Physics, Medicine
- Physical review letters
- 14 September 2000

It has recently been suggested that long-range magnetic dipolar interactions are responsible for spin ice behavior in the Ising pyrochlore magnets Dy2Ti2O7 and Ho2Ti2O7. We report here numerical… Expand

Neural-network quantum state tomography

- G. Torlai, G. Mazzola, J. Carrasquilla, M. Troyer, R. Melko, G. Carleo
- Physics, Computer Science
- 26 February 2018

TLDR

Measuring Renyi entanglement entropy in quantum Monte Carlo simulations.

- M. Hastings, I. González, A. Kallin, R. Melko
- Mathematics, Medicine
- Physical review letters
- 13 January 2010

We develop a quantum Monte Carlo procedure, in the valence bond basis, to measure the Renyi entanglement entropy of a many-body ground state as the expectation value of a unitary Swap operator acting… Expand

Spin correlations in Ho2Ti2O7: a dipolar spin ice system.

- S. Bramwell, M. Harris, +8 authors T. Fennell
- Physics, Medicine
- Physical review letters
- 9 January 2001

The pyrochlore material Ho2Ti2O7 has been suggested to show "spin ice" behavior. We present neutron scattering and specific heat results that establish unambiguously that Ho2Ti2O7 exhibits spin ice… Expand

Learning Thermodynamics with Boltzmann Machines

TLDR

Entanglement at a two-dimensional quantum critical point: a numerical linked-cluster expansion study.

- A. Kallin, Katharine Hyatt, R. P. Singh, R. Melko
- Physics, Medicine
- Physical review letters
- 20 December 2012

We develop a method to calculate the bipartite entanglement entropy of quantum models, in the thermodynamic limit, using a numerical linked-cluster expansion (NLCE) involving only rectangular… Expand

Reconstructing quantum states with generative models

- J. Carrasquilla, G. Torlai, R. Melko, L. Aolita
- Computer Science, Physics
- 24 October 2018

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