Deep learning is a powerful tool for solving nonlinear differential equations, but usually, only the solution corresponding to flattest local minimizer can be found due implicit regularization of stochastic gradient descent. This paper proposes network-based structure probing deflation method make deep capable identifying multiple solutions that are ubiquitous and important in physical models. ...