8 citations · 12 across the 8 of their papers we have counts for
4 papers · 1 filter
Noise-aware neural network for stochastic dynamics simulation
Pei-Fang Wu, Wei-Chen Guo, Liang He
In the presence of system-environment coupling, classical complex systems undergo stochastic dynamics, where rich phenomena can emerge at large spatio-temporal scales. To investiga…
Real-space condensation of reciprocal active particles driven by spontaneous symmetry breaking induced nonreciprocity
Wei-chen Guo, Zuo Wang, Pei-fang Wu +3
We investigate the steady-state and dynamical properties of a reciprocal many-body system consisting of self-propelled active particles with local alignment interactions that exist…
Learning phase transitions from regression uncertainty: A new regression-based machine learning approach for automated detection of phases of matter
Wei-Chen Guo, Liang He
For performing regression tasks involved in various physics problems, enhancing the precision or equivalently reducing the uncertainty of regression results is undoubtedly one of t…
Scaling behavior of transient dynamics of vortex-like states in self-propelled particles
Pei-fang Wu, Wei-chen Guo, Bao-quan Ai +1
Nonequilibrium many-body transient dynamics play an important role in the adaptation of active matter systems environment changes. However, the generic universal behavior of such d…