3 papers
cs.LG2026
DCTracks: An Open Dataset for Machine Learning-Based Drift Chamber Track Reconstruction
Qian Liyan, Zhang Yao, Yuan Ye +11
We introduce a Monte Carlo (MC) dataset of single- and two-track drift chamber events to advance Machine Learning (ML)-based track reconstruction. To enable standardized and compar…
hep-ex2025
Noise Filtering Algorithm Based on Graph Neural Network for STCF Drift Chamber
Xiaoqian Jia, Xiaoshuai Qin, Teng Li +7
The super -charm facility (STCF) is a next-generation electron-positron collider with high luminosity proposed in China. The higher luminosity leads to increased background leve…
hep-ex2024
Global track finding based on the Hough transform in the STCF detector
Hang Zhou, Kexin Sun, Zhenna Lu +5
The proposed Super Tau-Charm Facility (STCF) is an electron-positron collider designed to operate in a center-of-mass energy range from 2 to 7 GeV. It provides a unique platform fo…