Dear Scipy Community I have opened a PR proposing to add multivariate Wasserstein distance as a separate function:
https://github.com/scipy/scipy/pull/20024 Originally, #17473 <https://github.com/scipy/scipy/pull/17473> extended wasserstein_distance to 2D, which was set to be released with the version 1.12.0. Later discussions showed that it would be better to keep wasserstein_distance as 1D. Therefore #19881 <https://github.com/scipy/scipy/pull/19881> reverted #17473 <https://github.com/scipy/scipy/pull/17473>. This PR builds on #17473 <https://github.com/scipy/scipy/pull/17473> and creates another function, wasserstein_distance_nd, to handle the 2D case, as stipulated by #19881 <https://github.com/scipy/scipy/pull/19881>. I am looking forward to your feedback. Best Yagiz
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