Reveal flocking phase transition of self-propelled active particles by machine learning regression uncertainty

Wei-Chen Guo, Bao-Quan Ai, Liang He

We develop the neural network based "learning from regression uncertainty" approach for automated detection of phases of matter in nonequilibrium active systems. Taking the flockin…