Double-charming Higgs boson identification using machine-learning assisted jet shapes

We study the possibility of identifying a boosted resonance that decays into a charm pair against different sources of background using QCD event shapes, which are promoted to jet shapes. Using a set of jet shapes as input to a boosted decision tree, we find that observables utilizing the simultaneous presence of two charm quarks can access complementary information compared to approaches relying on two independent charm tags. Focusing on Higgs associated production with subsequent H -> c (c) over bar decay and on a CP-odd scalar A with m(A) <= 10 GeV we obtain the limits Br (H -> c (c) over bar) <= 6.48% and Br (H -> A(-> c (c) over bar) <= 0.01% at 95% C. L.