One-shot learning for the complex dynamical behaviors of weakly nonlinear forced oscillators

ArXi:2604.15181v1 Announce Type: new Extrapolative prediction of complex nonlinear dynamics remains a central challenge in engineering. This study proposes a one-shot learning method to identify global frequency-response curves from a single excitation time history by learning governing equations. We