Gaining (Mutual) Information about Quark/Gluon Discrimination

TL;DR

This paper uses mutual information to analyze and improve quark/gluon jet discrimination by studying various angularities, revealing the role of correlations, complementarity, and the impact of perturbative orders and simulation models.

Contribution

It introduces mutual information as a diagnostic tool for quark/gluon tagging, analyzing a broad class of angularities and their combinations at different perturbative orders and models.

Findings

Mutual information helps identify redundant variables in quark/gluon discrimination.

Combining angularities with different exponents improves discrimination performance.

IRC unsafe observables can be analytically understood using nonperturbative functions.

Abstract

Discriminating quark jets from gluon jets is an important but challenging problem in jet substructure. In this paper, we use the concept of mutual information to illuminate the physics of quark/gluon tagging. Ideal quark/gluon separation requires only one bit of truth information, so even if two discriminant variables are largely uncorrelated, they can still share the same "truth overlap". Mutual information can be used to diagnose such situations, and thus determine which discriminant variables are redundant and which can be combined to improve performance. Using both parton showers and analytic resummation, we study a two-parameter family of generalized angularities, which includes familiar infrared and collinear (IRC) safe observables like thrust and broadening, as well as IRC unsafe variants like $p_T^D$ and hadron multiplicity. At leading-logarithmic (LL) order, the bulk of these variables exhibit Casimir scaling, such that their truth overlap is a universal function of the color factor ratio $C_A/C_F$. Only at next-to-leading-logarithmic (NLL) order can one see a difference in quark/gluon performance. For the IRC safe angularities, we show that the quark/gluon performance can be improved by combining angularities with complementary angular exponents. Interestingly, LL order, NLL order, Pythia 8, and Herwig++ all exhibit similar correlations between observables, but there are significant differences in the predicted quark/gluon discrimination power. For the IRC unsafe angularities, we show that the mutual information can be calculated analytically with the help of a nonperturbative "weighted-energy function", providing evidence for the complementarity of safe and unsafe observables for quark/gluon discrimination.