260 citations · 2.1k across the 41 of their papers we have counts for
5 papers · 1 filter
Flavoured Majorana Dark Matter then and now: From freeze-out scenarios to LHC signatures
Harun Acaroğlu, Monika Blanke, Jan Heisig +2
We study a simplified Dark Matter model in the Dark Minimal Flavour Violation framework. Our model complements the Standard Model with a flavoured Dark Matter Majorana triplet and…
Semi-visible jets, energy-based models, and self-supervision
Luigi Favaro, Michael Krämer, Tanmoy Modak +2
We present DarkCLR, a novel framework for detecting semi-visible jets at the LHC. DarkCLR uses a self-supervised contrastive-learning approach to create observables that are approx…
Comprehensive exploration of t-channel simplified models of dark matter
Chiara Arina, Benjamin Fuks, Jan Heisig +3
We analyse six classes of t-channel dark matter simplified models in which the Standard Model field content is extended by a coloured mediator and a dark matter state. The two new…
Searching for dark matter subhalos in the Fermi-LAT catalog with Bayesian neural networks
Anja Butter, Michael Krämer, Silvia Manconi +1
About a third of the -ray sources detected by the Fermi Large Area Telescope (Fermi-LAT) remain unidentified, and some of these could be exotic objects such as dark matter subha…
Learning the language of QCD jets with transformers
Thorben Finke, Michael Krämer, Alexander Mück +1
Transformers have become the primary architecture for natural language processing. In this study, we explore their use for auto-regressive density estimation in high-energy jet phy…