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20132026
most citedEstimation of Thermodynamic Observables in Lattice Field Theories with Deep Generative Models

118 citations · 570 across the 36 of their papers we have counts for

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Showing 2021Show all

8 papers · 1 filter

hep-lat2021

Lattice field computations via recursive numerical integration

Tobias Hartung, Karl Jansen, Frances Y. Kuo +3

We investigate the application of efficient recursive numerical integration strategies to models in lattice gauge theory from quantum field theory. Given the coupling structure of…

quant-ph2021

Dimensional Expressivity Analysis, best-approximation errors, and automated design of parametric quantum circuits

Lena Funcke, Tobias Hartung, Karl Jansen +3

The design of parametric quantum circuits (PQCs) for efficient use in variational quantum simulations (VQS) is subject to two competing factors. On one hand, the set of states that…

quant-ph2021

Model-Independent Error Mitigation in Parametric Quantum Circuits and Depolarizing Projection of Quantum Noise

Xiaoyang Wang, Xu Feng, Lena Funcke +5

Finding ground states and low-lying excitations of a given Hamiltonian is one of the most important problems in many fields of physics. As a novel approach, quantum computing on No…

hep-lat2021★ 20 cited

Machine Learning of Thermodynamic Observables in the Presence of Mode Collapse

Kim A. Nicoli, Christopher Anders, Lena Funcke +5

Estimating the free energy, as well as other thermodynamic observables, is a key task in lattice field theories. Recently, it has been pointed out that deep generative models can b…

quant-ph2021

Investigating the variance increase of readout error mitigation through classical bit-flip correction on IBM and Rigetti quantum computers

Constantia Alexandrou, Lena Funcke, Tobias Hartung +6

Readout errors are among the most dominant errors on current noisy intermediate-scale quantum devices. Recently, an efficient and scaleable method for mitigating such errors has be…

quant-ph2021

Using classical bit-flip correction for error mitigation including 2-qubit correlations

Constantia Alexandrou, Lena Funcke, Tobias Hartung +5

We present an error mitigation scheme which corrects readout errors on Noisy Intermediate-Scale Quantum (NISQ) computers [1,2]. After a short review of applying the method to one q…

quant-ph2021★ 33 cited

Towards Quantum Simulations in Particle Physics and Beyond on Noisy Intermediate-Scale Quantum Devices

Lena Funcke, Tobias Hartung, Karl Jansen +4

We review two algorithmic advances that bring us closer to reliable quantum simulations of model systems in high energy physics and beyond on noisy intermediate-scale quantum (NISQ…

quant-ph2021★ 6 cited

Best-approximation error for parametric quantum circuits

Lena Funcke, Tobias Hartung, Karl Jansen +3

In Variational Quantum Simulations, the construction of a suitable parametric quantum circuit is subject to two counteracting effects. The number of parameters should be small for…