374 citations · 924 across the 10 of their papers we have counts for
9 papers
The Latent Information Geometry of Jet Classification
Rebecca Maria Kuntz, Tilman Plehn, Björn Malte Schäfer +2
Latent representations are an important theme in modern machine learning. Any network training with the notion of locality introduces a latent geometry which we can analyze with th…
From the LHC to Future Colliders
A. De Roeck, J. Ellis, C. Grojean +61
Discoveries at the LHC will soon set the physics agenda for future colliders. This report of a CERN Theory Institute includes the summaries of Working Groups that reviewed the phys…
Maximum Significance at the LHC and Higgs Decays to Muons
Kyle Cranmer, Tilman Plehn
We present a new way to define and compute the maximum significance achievable for signal and background processes at the LHC, using all available phase space information. As an ex…
Supersymmetry Simulations with Off-Shell Effects for LHC and ILC
K. Hagiwara, W. Kilian, F. Krauss +5
At the LHC and at an ILC, serious studies of new physics benefit from a proper simulation of signals and backgrounds. Using supersymmetric sbottom pair production as an example, we…
Pair production of scalar leptoquarks at the LHC
M. Krämer, T. Plehn, M. Spira +1
Theoretical predictions for the production cross sections of leptoquarks at the CERN LHC are presented including higher-order QCD corrections. These corrections reduce the dependen…
Physics at Future Hadron Colliders
U. Baur, R. Brock, J. Parsons +7
We discuss the physics opportunities and detector challenges at future hadron colliders. As guidelines for energies and luminosities we use the proposed luminosity and/or energy up…