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Julian M. Urban
Julian M. Urban
Postdoc, MIT
Verified email at mit.edu
Title
Cited by
Cited by
Year
Reducing autocorrelation times in lattice simulations with generative adversarial networks
JM Pawlowski, JM Urban
Machine Learning: Science and Technology 1 (4), 045011, 2020
622020
Spectral reconstruction with deep neural networks
L Kades, JM Pawlowski, A Rothkopf, M Scherzer, JM Urban, SJ Wetzel, ...
Physical Review D 102 (9), 096001, 2020
552020
Reconstructing QCD spectral functions with Gaussian processes
J Horak, JM Pawlowski, J Rodríguez-Quintero, J Turnwald, JM Urban, ...
Physical Review D 105 (3), 036014, 2022
542022
Flow-based sampling for fermionic lattice field theories
MS Albergo, G Kanwar, S Racaniere, DJ Rezende, JM Urban, D Boyda, ...
Physical Review D 104 (11), 114507, 2021
492021
Towards novel insights in lattice field theory with explainable machine learning
S Blücher, L Kades, JM Pawlowski, N Strodthoff, JM Urban
Physical Review D 101 (9), 094507, 2020
482020
Gauge-equivariant flow models for sampling in lattice field theories with pseudofermions
R Abbott, MS Albergo, D Boyda, K Cranmer, DC Hackett, G Kanwar, ...
Physical Review D 106 (7), 074506, 2022
282022
Flow-based sampling in the lattice Schwinger model at criticality
MS Albergo, D Boyda, K Cranmer, DC Hackett, G Kanwar, S Racanière, ...
Physical Review D 106 (1), 014514, 2022
272022
Sampling QCD field configurations with gauge-equivariant flow models
R Abbott, MS Albergo, A Botev, D Boyda, K Cranmer, DC Hackett, ...
Sissa Medialab, 2022
182022
Aspects of scaling and scalability for flow-based sampling of lattice QCD
R Abbott, MS Albergo, A Botev, D Boyda, K Cranmer, DC Hackett, ...
The European Physical Journal A 59 (11), 257, 2023
102023
Normalizing flows for lattice gauge theory in arbitrary space-time dimension
R Abbott, MS Albergo, A Botev, D Boyda, K Cranmer, DC Hackett, ...
arXiv preprint arXiv:2305.02402, 2023
92023
Nonperturbative strong coupling at timelike momenta
J Horak, JM Pawlowski, J Turnwald, JM Urban, N Wink, S Zafeiropoulos
Physical Review D 107 (7), 076019, 2023
92023
Confinement in non-Abelian lattice gauge theory via persistent homology
D Spitz, JM Urban, JM Pawlowski
Physical Review D 107 (3), 034506, 2023
82023
Flow-based density of states for complex actions
JM Pawlowski, JM Urban
Physical Review D 108 (5), 054511, 2023
72023
Flow-based density of states for complex actions (2022)
JM Pawlowski, JM Urban
arXiv preprint arXiv:2203.01243, 0
6
Gauge-equivariant flow models for sampling in lattice field theories with pseudofermions, 2022
R Abbott, MS Albergo, D Boyda, K Cranmer, DC Hackett, G Kanwar, ...
URL https://arxiv. org/abs/2207.08945, 0
6
Yang-Mills glueball masses from spectral reconstruction
JM Pawlowski, CS Schneider, J Turnwald, JM Urban, N Wink
Physical Review D 108 (7), 076018, 2023
52023
Flow-based sampling in the lattice schwinger model at criticality, 2022
MS Albergo, D Boyda, K Cranmer, DC Hackett, G Kanwar, S Racanière, ...
URL https://arxiv. org/abs/2202.11712, 0
5
Practical applications of machine-learned flows on gauge fields
R Abbott, MS Albergo, D Boyda, DC Hackett, G Kanwar, F Romero-López, ...
arXiv preprint arXiv:2404.11674, 2024
2024
Multiscale Normalizing Flows for Gauge Theories
R Abbott, MS Albergo, D Boyda, DC Hackett, G Kanwar, F Romero-López, ...
arXiv preprint arXiv:2404.10819, 2024
2024
Applications of flow models to the generation of correlated lattice QCD ensembles
R Abbott, A Botev, D Boyda, DC Hackett, G Kanwar, S Racanière, ...
arXiv preprint arXiv:2401.10874, 2024
2024
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Articles 1–20