activity
20002020
most citedMachine learning and the physical sciences

2.5k citations · 3.7k across the 10 of their papers we have counts for

collaborators

10 papers

quant-ph2020★ 37 cited

Variational Monte Carlo simulation with tensor networks of a pure gauge theory in (2+1)d

Patrick Emonts, Mari Carmen Bañuls, J. Ignacio Cirac +1

Variational minimization of tensor network states enables the exploration of low energy states of lattice gauge theories. However, the exact numerical evaluation of high-dimensiona…

quant-ph2020★ 90 cited

Geometry of variational methods: dynamics of closed quantum systems

Lucas Hackl, Tommaso Guaita, Tao Shi +3

We present a systematic geometric framework to study closed quantum systems based on suitably chosen variational families. For the purpose of (A) real time evolution, (B) excitatio…

physics.comp-ph2019★ 2.5k cited

Machine learning and the physical sciences

Giuseppe Carleo, Ignacio Cirac, Kyle Cranmer +5

Machine learning encompasses a broad range of algorithms and modeling tools used for a vast array of data processing tasks, which has entered most scientific disciplines in recent…

quant-ph2016★ 6 cited

Efficient quantum computation in a network with probabilistic gates and logical encoding

Johannes Borregaard, Anders S. Sørensen, Ignacio Cirac +1

A new approach to efficient quantum computation with probabilistic gates is proposed and analyzed in both a local and non-local setting. It combines heralded gates previously studi…

cond-mat.str-el2012★ 95 cited

An order parameter for symmetry-protected phases in one dimension

Jutho Haegeman, David Perez-Garcia, Ignacio Cirac +1

We introduce an order parameter for symmetry-protected phases in one dimension which allows to directly identify those phases. The order parameter consists of string-like operators…

quant-ph2011★ 37 cited

Ion crystal transducer for strong coupling between single ions and single photons

L. Lamata, D. R. Leibrandt, I. L. Chuang +4

A new approach for realization of a quantum interface between single photons and single ions in an ion crystal is proposed and analyzed. In our approach the coupling between a sing…