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cond-mat.stat-mech2023
Autoencoder-assisted study of directed percolation with spatial long-range interactions
Yanyang Wang, Yuxiang Yang, Wei Li
Spatial L{é}vy-like flights are introduced as a way in the absorbing phase transitions to produce non-local interactions. We utilize the autoencoder, an unsupervised learning metho…
physics.comp-ph2023
Machine learning of (1+1)-dimensional directed percolation based on raw and shuffled configurations
Shen Jianmin, Wang Shanshan, Li Wei +6
Machine learning (ML) can process large sets of data generated from complex systems, which is ideal for classification tasks as often appeared in critical phenomena. Meanwhile ML t…