16-19 January 2024
UTOP Marina Hotel & Resort
Asia/Seoul timezone

Exploring the Synergy of Kinematics and Dynamics for Collider Physics

17 Jan 2024, 17:30
15m
Marin City Hall (2F) (UTOP Marina Hotel & Resort)

Marin City Hall (2F)

UTOP Marina Hotel & Resort

전라남도 여수시 오동도로 61-15 (61-15 Odongdo-ro, Yeosu-si, Jeollanam-do)

Speaker

Kayoung Ban (Yonsei University)

Description

In collider experiments, an event is characterized by two distinct yet mutually complementary features: the global features' and thelocal features'. Kinematic information such as the event topology of a hard process, masses, and spins of particles comprises global features spanning the entire phase space. This global feature can be inferred from reconstructed objects. In contrast, representations of particles in gauge groups, such as Quantum Chromodynamics (QCD), offer localized features revealing the dynamics of an underlying theory. These local features, particularly observed in the patterns of radiation as raw data in various detector components, complement the global kinematic features. In this letter, we propose a simple but effective neural network architecture that seamlessly integrates information from both kinematics and QCD to enhance the signal sensitivity at colliders.

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