Theo dõi
Julian M. Urban
Julian M. Urban
Postdoc, MIT
Email được xác minh tại mit.edu
Tiêu đề
Trích dẫn bởi
Trích dẫn bởi
Năm
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
722022
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
722020
Reducing autocorrelation times in lattice simulations with generative adversarial networks
JM Pawlowski, JM Urban
Machine Learning: Science and Technology 1 (4), 045011, 2020
702020
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
572021
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
532020
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
502022
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
382022
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
312023
Sampling QCD field configurations with gauge-equivariant flow models
R Abbott, MS Albergo, A Botev, D Boyda, K Cranmer, DC Hackett, ...
arXiv preprint arXiv:2208.03832, 2022
212022
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
202023
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
202023
Yang-Mills glueball masses from spectral reconstruction
JM Pawlowski, CS Schneider, J Turnwald, JM Urban, N Wink
Physical Review D 108 (7), 076018, 2023
192023
Confinement in non-Abelian lattice gauge theory via persistent homology
D Spitz, JM Urban, JM Pawlowski
Physical Review D 107 (3), 034506, 2023
132023
Flow-based density of states for complex actions
JM Pawlowski, JM Urban
Physical Review D 108 (5), 054511, 2023
112023
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
102024
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
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
32024
Flow-based density of states for complex actions (2022)
JM Pawlowski, JM Urban
arXiv preprint arXiv:2203.01243, 0
3
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
22024
Progress in Normalizing Flows for 4d Gauge Theories
R Abbott, D Boyda, DC Hackett, G Kanwar, F Romero-López, ...
arXiv preprint arXiv:2502.00263, 2025
2025
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