Progress in Normalizing Flows for 4d Gauge Theories
Fuente:
arXiv
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| Autores principales: | , , , , , , |
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| Formato: | Preprint |
| Publicado: |
2025
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| Materias: | |
| Acceso en línea: | |
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| _version_ | 1866929693551230976 |
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| author | Abbott, Ryan Boyda, Denis Hackett, Daniel C. Kanwar, Gurtej Romero-López, Fernando Shanahan, Phiala E. Urban, Julian M. |
| author_facet | Abbott, Ryan Boyda, Denis Hackett, Daniel C. Kanwar, Gurtej Romero-López, Fernando Shanahan, Phiala E. Urban, Julian M. |
| contents | Normalizing flows have arisen as a tool to accelerate Monte Carlo sampling for lattice field theories. This work reviews recent progress in applying normalizing flows to 4-dimensional nonabelian gauge theories, focusing on two advancements: an architectural improvement referred to as learned active loops, and the application of correlated ensemble methods to QCD with $N_f=2$ dynamical fermions. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2502_00263 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Progress in Normalizing Flows for 4d Gauge Theories Abbott, Ryan Boyda, Denis Hackett, Daniel C. Kanwar, Gurtej Romero-López, Fernando Shanahan, Phiala E. Urban, Julian M. High Energy Physics - Lattice Normalizing flows have arisen as a tool to accelerate Monte Carlo sampling for lattice field theories. This work reviews recent progress in applying normalizing flows to 4-dimensional nonabelian gauge theories, focusing on two advancements: an architectural improvement referred to as learned active loops, and the application of correlated ensemble methods to QCD with $N_f=2$ dynamical fermions. |
| title | Progress in Normalizing Flows for 4d Gauge Theories |
| topic | High Energy Physics - Lattice |
| url | https://arxiv.org/abs/2502.00263 |