Adversarial dynamical systems characterize when data-driven learning succeeds or fails

Matthew J. Colbrook, Igor Mezić, Alexei Stepanenko

Many systems resist analytical modeling, making data-driven inference of dynamics important. Yet data-driven methods can fail to converge or generalize, leaving open a central ques…