تقرير
Differentiable MadNIS-Lite
| العنوان: | Differentiable MadNIS-Lite |
|---|---|
| المؤلفون: | Heimel, Theo, Mattelaer, Olivier, Plehn, Tilman, Winterhalder, Ramon |
| سنة النشر: | 2024 |
| المجموعة: | High Energy Physics - Experiment High Energy Physics - Phenomenology Physics (Other) |
| مصطلحات موضوعية: | High Energy Physics - Phenomenology, High Energy Physics - Experiment, Physics - Computational Physics |
| الوصف: | Differentiable programming opens exciting new avenues in particle physics, also affecting future event generators. These new techniques boost the performance of current and planned MadGraph implementations. Combining phase-space mappings with a set of very small learnable flow elements, MadNIS-Lite, can improve the sampling efficiency while being physically interpretable. This defines a third sampling strategy, complementing VEGAS and the full MadNIS. Comment: 16 pages, 6 figures |
| نوع الوثيقة: | Working Paper |
| URL الوصول: | http://arxiv.org/abs/2408.01486 |
| رقم الأكسشن: | edsarx.2408.01486 |
| قاعدة البيانات: | arXiv |
| الوصف غير متاح. |