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In this paper, we prove pathwise uniqueness for stochastic systems of McKean-Vlasov type with singular drift, even in the measure argument, and uniformly non-degenerate Lipschitz diffusion matrix. Our proof is based on Zvonkin’s transformation \cite{zvonkin_transformation_1974} and so on the regularization properties of the associated PDE, which is stated on the space , where is a positive number, denotes the dimension equation and is the space of probability measures on with finite second order moment. Especially, a smoothing effect in the measure direction is exhibited. Our approach is based on a parametrix expansion of the transition density of the McKean-Vlasov process.

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