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We explore the scale-dependence and correlations of jet substructureobservables to improve upon existing techniques in the identification of highlyLorentz-boosted objects. Modified observables are designed to removecorrelations from existing theoretically well-understood observables, providingpractical advantages for experimental measurements and searches for newphenomena. We study such observables in $W$ jet tagging and providerecommendations for observables based on considerations beyond signal andbackground efficiencies.

Thinking outside the ROCs: Designing Decorrelated Taggers (DDT) for jet substructure