9 citations · 9 across the 4 of their papers we have counts for
3 papers · 1 filter
Full-event anomaly detection for new physics searches at the Electron-Ion Collider
Dimitrios Athanasakos, Sebastian Grieninger, Hongkai Liu +3
The future Electron-Ion Collider (EIC) will offer new opportunities to search for physics beyond the Standard Model. We study resonant anomaly detection using machine learning and…
Graph theory inspired anomaly detection at the LHC
Jack Y. Araz, Dimitrios Athanasakos, Mateusz Ploskon +1
Designing model-independent anomaly detection algorithms for analyzing LHC data remains a central challenge in the search for new physics, due to the high dimensionality of collide…
Is infrared-collinear safe information all you need for jet classification?
Dimitrios Athanasakos, Andrew J. Larkoski, James Mulligan +2
Machine learning-based jet classifiers are able to achieve impressive tagging performance in a variety of applications in high-energy and nuclear physics. However, it remains uncle…