Identifiability of a dissipative knowledge-dynamics model: exact recovery under designed excitation, degeneration on observational data

Human learning is a dissipative dynamical process: mastery accumulates through practice, decays through forgetting, and propagates across interdependent concepts. We model it as a nonlinear dissipative system of ordinary differential equations whose parameters are mechanistically meaningful (a conce