论文标题
用质量非特定监督标记来驯服不确定性建模
Taming modeling uncertainties with Mass Unspecific Supervised Tagging
论文作者
论文摘要
我们通过使用两个不同的Parton淋浴和强调方案来解决使用质量非特定监督标签方法构建的Jet标记器的建模依赖性。我们发现，结果的建模依赖性 - 通过在标记器的设计中使用不同的方案估计并将其应用于相同类型的数据 - 即使两种方案之间的JET子结构在同一类型的数据中都显着变化。这些结果为新物理搜索的通用监督标签者的使用带来了极大的价值。
We address the modeling dependence of jet taggers built using the method of Mass Unspecific Supervised Tagging, by using two different parton showering and hadronisation schemes. We find that the modeling dependence of the results - estimated by using different schemes in the design of the taggers and applying them to the same type of data - is rather small, even if the jet substructure varies significantly between the two schemes. These results add great value to the use of generic supervised taggers for new physics searches.
