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Abstract. In this work we show the strong convergence of propagation of chaos for the particle approximation of McKean-Vlasov SDEs with singular [Formula: see text]-interactions as well as for the moderate interaction particle systems on the level of particle trajectories. One of the main obstacles is to establish the strong well-posedness of the SDEs for particle systems with singular interaction. To this end, we extend the results on strong well-posedness of Krylov and Röckner [ Probab. Theory Related Fields, 131 (2005), pp. 154–196] to the case of mixed [Formula: see text]-drifts, where the heat kernel estimates play a crucial role. Moreover, when the interaction kernel is bounded measurable, we also obtain the optimal rate of strong convergence, which is partially based on Jabin and Wang’s entropy method [P.-E. Jabin and Z. Wang, J. Funct. Anal., 271 (2016), pp. 3588–3627] and Zvonkin’s transformation.
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