Dark showers kick off meeting

(15 October 2020)

Indico (including Zoom recording): https://indico.cern.ch/event/965219/

Intro (Suchita Kulkarni)

Primarily concentrate on SU(N) theories with hadronic final states: study the signature/theory space; what tools are needed?

Initial wishlist: comparison of benchmarks currently used @ LHC, which theory maximises signature overlap

Actions: centralise in public repo: model files, generator settings, validation plots; understand signatures, DM implications, commonalities across models

Github: https://github.com/dark-showers-snowmass21

Mailing list: dark-showers-snowmass21

Timeline: whitepaper (draft: May, submission: end July)

 

Finding dark showers at the LHC (Elias Bernreuther)

~10 dark mesons per event / most at Etmiss aligned with a jet (from rho_d decay)=> semi-visible jet; no public result from LHC on small dphi(met,jet) yet

Can we use ML to ID these jets? S-v jet images look very similar to QCD

Dynamic graph convolutional NN outperforms other architectures in tagging them – can use mixed samples to avoid training on specific DS parameters

LLP generic prediction in strongly interacting DS (can lead to DV+MET, important to probe small impact param)

 

Dark showers and LLP community (James Beacham)

First LHC LLP workshop in 2016 and many others since, with discussions on dark showers, included in the LLP community white paper (chapter 7)

Focus more signature-based, not so much on benchmarks/models

Production through H, Z’, bifundamental, … ; shower and hadronisation depends on coupling, gauge group (jets, soft radiation patterns…); decays back to SM with wide range of lifetime, spectra…

Looked at Pythia HV parameter effects (from jets to SUEP), but also vincia: basically the validity of e.g. pythia8 hidden valley module is not completely tested (does it reproduce QCD where it should?)

Dark shower session at the November LLP workshop: https://indico.cern.ch/event/922632/

 

Round table 

Stefan’s slides on Pythia

- Dark production

Switching to simply dark quark production i.e. hard process is fairly straightforward

If hard jets are not QCD dominated, dealing with multi-jet events within pythia is not straightforward 

SUEPs or soft-bombs can’t be dealt with via les Houches interface

If we use code as a group, we should consolidate it. Pythia-contrib system (like Fastjet-contrib). Simple enough that allows you to upload stuff on top of Pythia.

- Dark showers

Available in collinear approx, the dark gluon radiation would not reproduce the gluon radiation, but dark shower is quite configurable, but the config has a steep learning curve - was more case-by-case at the beginning

Helpful to move to a config through SLHA cards? Need to understand how to prioritize the work

- Dark hadronization

If people need to understand / tweak this more, it would be useful to know how. Eg we don’t have glueballs - if the model is going towards dark baryons and glueballs, right now we can’t simulate it.

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Suchita: we should meet again in about 3-4 weeks. Feel free to use the mailing list in the meantime.