I think that my application is probably best served by a Latent Sparse GP. I saw that there was lots of discussion and work done towards this end (MarginalSparse with low sigma as a workaround for sparse Latent GP). What is the latest status? Is there a usable version somewhere?
Thanks, as always, to everyone who helps to maintain the codebase and answer questions for the community.