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In this paper, we prove a nonabelian Hodge correspondence for principal bundles on a smooth variety X in positive characteristic, which generalizes the Ogus-Vologodsky correspondence for vector bundles. Then we extend the correspondence to logahoric torsors over a log pair (X, D), where D a reduced normal crossing divisor in X. As an intermediate step, we prove a correspondence between principal bundles on root stacks X and parahoric torsors on (X, D), which generalizes the correspondence on curves given by Balaji--Seshadri to higher dimensional case.
Mao et al. (Thu,) studied this question.