Jet tagging algorithm of graph network with HaarPooling message passing

no code implementations • 25 Oct 2022 • Fei Ma, Feiyi Liu, Wei Li

In this paper, we introduce an approach of GNNs combined with a HaarPooling operation to analyze the events, called HaarPooling Message Passing neural network (HMPNet).

Jet Tagging

Transfer learning of phase transitions in percolation and directed percolation

no code implementations • 31 Dec 2021 • Jianmin Shen, Feiyi Liu, Shiyang Chen, Dian Xu, Xiangna Chen, Shengfeng Deng, Wei Li, Gabor Papp, Chunbin Yang

With the DANN, only a small fraction of input configurations (2d images) needs to be labeled, which is automatically chosen, in order to capture the critical point.

Transfer Learning