Search Results for author: Jianmin Shen

Found 2 papers, 0 papers with code

Particle density and critical point for studying site percolation by finite size scaling

no code implementations20 Nov 2023 Dian Xu, Shanshan Wang, Feng Gao, Wei Li, Jianmin Shen

It is generally believed that the latent variables of unsupervised learning can capture the information related to phase transitions, which is usually achieved through the so-called order parameter.

Transfer learning of phase transitions in percolation and directed percolation

no code implementations31 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

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