Motivated by applications in multispecies PDE and classification of vector valued measures, we develop a unified theory that connects four existing notions of vector valued optimal transport. We prove a sharp inequality relating the four notions, showing they are bi-Holder equivalent, and compare and contrast the properties of each metric from the perspective of gradients flows and linearization.
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