AI RESEARCH

State-Coupled Volatility in Latent Dynamical Systems: Recovery Under Partial Observation

arXiv CS.LG

ArXi:2606.02664v1 Announce Type: cross Latent state-space models are widely used to study partially observed dynamical systems, yet most formulations assume that process variability is independent of latent-state position. In many biological, behavioral, and physiological systems, however, variability may depend systematically on the underlying dynamical state, producing structured stochasticity that is not captured by constant-variance models. We