Let be an irreducible smooth complex projective variety, and let be a connected reductive linear algebraic group over . In this paper, we first classify integrable transitive algebraic Lie algebroids on . We then introduce Higgs bundles associated to a Lie algebroid and study their moduli spaces. In particular, we show that the category of vector bundles equipped with integrable -connections and the category of -twisted Higgs bundles of semiharmonic type on are neutral Tannakian categories, provided that is a transitive Lie algebroid. Using this Tannakian framework, we obtain a characterization of principal -bundles with integrable -connections and -twisted principal -Higgs bundles of semiharmonic type on , and construct their moduli spaces via Mumford’s geometric invariant theory. We further introduce the notion of the -Hodge moduli space for principal -bundles and prove that the moduli spaces of principal -bundles with integrable -connections, -twisted principal -Higgs bundles of harmonic type, and the associated -Hodge moduli spaces are semiprojective varieties. Finally, using the semiprojectivity of the -Hodge moduli spaces for principal -bundles, we obtain a description of smooth locus of these moduli spaces in the Grothendieck ring of varieties and establish a motivic non-abelian Hodge correspondence type theorem.

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