Large-scale Variational Gaussian State-Space Models with Efficient Inference

The author introduces a structured variational approximation and inference algorithm to simplify inference in state-space models, enabling efficient evaluation of the ELBO. By exploiting low-rank updates and sample approximations, the necessary statistics can be computed efficiently.