29 citations · 81 across the 3 of their papers we have counts for
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hep-ph2018★ 29 cited
Opening the black box of neural nets: case studies in stop/top discrimination
Thomas Roxlo, Matthew Reece
We introduce techniques for exploring the functionality of a neural network and extracting simple, human-readable approximations to its performance. By performing gradient ascent o…
hep-ph2015★ 28 cited
Nonthermal production of dark radiation and dark matter
Matthew Reece, Thomas Roxlo
Dark matter may be coupled to dark radiation: light degrees of freedom that mediate forces between dark sector particles. Cosmological constraints favor dark radiation that is cold…
hep-ph2014★ 24 cited
Effective field theory and keV lines from dark matter
Rebecca Krall, Matthew Reece, Thomas Roxlo
We survey operators that can lead to a keV photon line from dark matter decay or annihilation. We are motivated in part by recent claims of an unexplained 3.5 keV line in galaxy cl…