D. Athanasakos
A5073165471- Particle physics theoretical and experimental studies
- Particle Detector Development and Performance
- High-Energy Particle Collisions Research
- Dark Matter and Cosmic Phenomena
- Quantum Chromodynamics and Particle Interactions
Stony Brook University
2023-2024
Abstract A multi-TeV muon collider offers a spectacular opportunity in the direct exploration of energy frontier. Offering combination unprecedented collisions comparatively clean leptonic environment, high has unique potential to provide both precision measurements and highest reach one machine that cannot be paralleled by any currently available technology. The topic generated lot excitement Snowmass meetings continues attract large number supporters, including many from early career...
A bstract Machine learning-based jet classifiers are able to achieve impressive tagging performance in a variety of applications high-energy and nuclear physics. However, it remains unclear many cases which aspects jets give rise this discriminating power, whether observables that tractable perturbative QCD such as those obeying infrared-collinear (IRC) safety serve sufficient inputs. In article, we introduce new classifier, Jet Flow Networks (JFNs), an effort address the question IRC unsafe...
A multi-TeV muon collider offers a spectacular opportunity in the direct exploration of energy frontier. Offering combination unprecedented collisions comparatively clean leptonic environment, high has unique potential to provide both precision measurements and highest reach one machine that cannot be paralleled by any currently available technology. The topic generated lot excitement Snowmass meetings continues attract large number supporters, including many from early career community. In...
Machine learning-based jet classifiers are able to achieve impressive tagging performance in a variety of applications high energy and nuclear physics. However, it remains unclear many cases which aspects jets give rise this discriminating power, whether observables that tractable perturbative QCD such as those obeying infrared-collinear (IRC) safety serve sufficient inputs. In article, we introduce new classifier, Jet Flow Networks (JFNs), an effort address the question IRC unsafe...