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Here, we investigate the effect of a microscopic correlation between the dynamics and the interacting topology of coupled FitzHugh-Nagumo oscillators on phase synchronization transition in Barab\\'asi-Albert (BA) scale-free networks and Erd\\\"os-R\\'enyi (ER) random networks. 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Here, we investigate the effect of a microscopic correlation between the dynamics and the interacting topology of coupled FitzHugh-Nagumo oscillators on phase synchronization transition in Barab\\'asi-Albert (BA) scale-free networks and Erd\\\"os-R\\'enyi (ER) random networks. 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