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In arxiv:1602.04254, we have defined polynomial Witt vectors functor from vector spaces over a perfect field of positive characteristic to abelian groups. In this paper, we use polynomial Witt vectors to construct a functorial Hochschild-Witt complex for any associative unital -algebra , with homology groups . We prove that the group coincides with the group of non-commutative Witt vectors defined by Hesselholt, while if is commutative, finitely generated, and smooth, the groups are naturally identified with the terms of the de Rham-Witt complex of the spectrum of .

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