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20092023
most citedSearching for New Physics with Deep Autoencoders

269 citations · 2.2k across the 32 of their papers we have counts for

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29 papers · 1 filter

hep-ph2018★ 17 cited

New Physics from High Energy Tops

Marco Farina, Cristina Mondino, Duccio Pappadopulo +1

Precision measurements of high energy top quarks at the LHC constitute a powerful probe of new physics. We study the effect of four fermion operators involving two tops and two lig…

hep-ph2018★ 269 cited

Searching for New Physics with Deep Autoencoders

Marco Farina, Yuichiro Nakai, David Shih

We introduce a potentially powerful new method of searching for new physics at the LHC, using autoencoders and unsupervised deep learning. The key idea of the autoencoder is that i…

hep-ph2017★ 66 cited

Catching a New Force by the Tail

Simone Alioli, Marco Farina, Duccio Pappadopulo +1

The Large Hadron Collider (LHC) is sensitive to new heavy gauge bosons that produce narrow peaks in the dilepton invariant mass spectrum up to about TeV. s that…

hep-ph2017★ 49 cited

Precision Probes of QCD at High Energies

Simone Alioli, Marco Farina, Duccio Pappadopulo +1

New physics, that is too heavy to be produced directly, can leave measurable imprints on the tails of kinematic distributions at the LHC. We use energetic QCD processes to perform…

hep-ph2017★ 26 cited

Constraining Quirky Tracks with Conventional Searches

Marco Farina, Matthew Low

Quirks are particles that are both charged under the standard model and under a new confining group. The quirk setup assumes there are no light flavors of the new confining group s…

hep-ph2016★ 145 cited

The photo-philic QCD axion

Marco Farina, Duccio Pappadopulo, Fabrizio Rompineve +1

We propose a framework in which the QCD axion has an exponentially large coupling to photons, relying on the "clockwork" mechanism. We discuss the impact of present and future axio…