"I would be at least happy to know the answer for the discrete Volterra series, which (I think) would be equivalent to something like a multivariate Padé approximant."
Multi-variate versions of Padé approximants got attention in the 1970s, for example a generalization to functions of two variables was published by J.S.R. Chisolm in 1973 (see "Rational Approximates Defined from
Double Power Series") and a generalization to functions of countably more variables was studied at around the same time by P.R. Graves-Morris and D.E. Roberts who were both at the University of Kent in Canterbury, leading to this generalization being called the "Canterbury approximant" (see "Calculation of Canterbury approximants").
The original papers about Canterbury approximants never seemed to get many citations, so it's easy to look through the entire list of papers that cited them to find further generalizations (for example, to functions of an uncountably infinite number of variables). Some of the most significant post-Canterbury papers on multivariate versions of Padé approximants that can be found in this list are:
Finally, one of the original authors of the Canterbury approximant co-wrote a book with George Baker Jr. called "Padé Approximants" (first edition: 1982, second edition: 1996) which provides you with any developments which they considered significant between the aforementioned papers from the 1970s and about the time of the aforementioned papers from 1999-2000.
Finally, some steps towards a generalization to functions of complex variables can be found in my analogous question: “Taylor series” is to “Volterra series” as “Laurent series” is to _________?