Stable Reparameterization Alleviates the Curse of Memory in State-space Models

Stable reparameterization techniques can enable state-space models to stably approximate nonlinear functionals with polynomial decaying memory, overcoming the "curse of memory" limitation of state-space models without reparameterization.