Yes, I had a look at both the GP versions, the new one says that Latent.prior accepts an array_like X, but not much beyond that. The docs for the older version are gone, but I don’t remember them being too detailed. I haven’t checked the source yet.
@junpenglao, do you think both the cases are possible, or just the second one?