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@reubenharry this is my take on PMMH. So far it's single-threaded and synchronous, but I hope to improve on that eventually. The difference to standard PMMH is that the parameter chain does not quite follow MCMC, but SMC.
Right now it doesn't work very well yet, the variance is quite big. I might have gotten something wrong with the weights.