no code implementations • 27 Jan 2025 • Cheng Jiang, Sitian Qian
Modern high-energy physics (HEP) experiments are increasingly challenged by the vast size and complexity of their datasets, particularly regarding large-scale point cloud processing and long sequences.
1 code implementation • 28 Apr 2024 • Cheng Jiang, Sitian Qian, Huilin Qu
Tabular data stands out as one of the most frequently encountered types in high energy physics.
1 code implementation • 8 Feb 2022 • Huilin Qu, Congqiao Li, Sitian Qian
Based on the large dataset, we propose a new Transformer-based architecture for jet tagging, called Particle Transformer (ParT).
Ranked #1 on
Jet Tagging
on JetClass
no code implementations • 8 Jun 2020 • Ziming Liu, Sitian Qian, Yi-Xuan Wang, Yuxuan Yan, Tianyi Yang
Counterintuitively, by drawing the connection between PCA and Schr\"odinger equation, we can not only attack the undersampling challenge but also compute in an efficient and decoupled way with the proposed algorithm called Schr\"odinger PCA.