NUTS inside a Sequential Monte Carlo sampler

Would this SMC-NUTS sampler be an alternative to sequential importance sampling for estimating time-varying variables?

Or is this more related to the inference of constant parameters via particle MCMC (pMCMC) in the context of State-Space models?

I am also confused by the terminology.