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Julian M. Urban
Julian M. Urban
Postdoc, MIT
E-mailová adresa ověřena na: mit.edu
Název
Citace
Citace
Rok
Reducing autocorrelation times in lattice simulations with generative adversarial networks
JM Pawlowski, JM Urban
Machine Learning: Science and Technology 1 (4), 045011, 2020
662020
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
622022
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
592020
Flow-based sampling for fermionic lattice field theories
MS Albergo, G Kanwar, S Racanière, DJ Rezende, JM Urban, D Boyda, ...
Physical Review D 104 (11), 114507, 2021
562021
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
502020
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
362022
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
282022
Applications of flow models to the generation of correlated lattice QCD ensembles
R Abbott, A Botev, D Boyda, DC Hackett, G Kanwar, S Racanière, ...
Physical Review D 109 (9), 094514, 2024
232024
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
182023
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
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
152023
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
142023
Yang-Mills glueball masses from spectral reconstruction
JM Pawlowski, CS Schneider, J Turnwald, JM Urban, N Wink
Physical Review D 108 (7), 076018, 2023
112023
Confinement in non-Abelian lattice gauge theory via persistent homology
D Spitz, JM Urban, JM Pawlowski
Physical Review D 107 (3), 034506, 2023
102023
Flow-based density of states for complex actions
JM Pawlowski, JM Urban
Physical Review D 108 (5), 054511, 2023
92023
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
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
Flow-based density of states for complex actions (2022)
JM Pawlowski, JM Urban
arXiv preprint arXiv:2203.01243, 0
4
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
12024
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
12024
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Články 1–20