2 papers
cs.LG2024
Learning phase-space flows using time-discrete implicit Runge-Kutta PINNs
Álvaro Fernández Corral, Nicolás Mendoza, Armin Iske +2
We present a computational framework for obtaining multidimensional phase-space solutions of systems of non-linear coupled differential equations, using high-order implicit Runge-K…
stat.ML2024
Bounds on the Generalization Error in Active Learning
Vincent Menden, Yahya Saleh, Armin Iske
We establish empirical risk minimization principles for active learning by deriving a family of upper bounds on the generalization error. Aligning with empirical observations, the…