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We study relative bi-exactness of graph product and graph-wreath product group von Neumann algebras. In particular, we obtain the relative bi-exactness for graph product von Neumann algebras and graph-wreath product von Neumann algebras , assuming that the component groups are exact. We adopt the -algebraic method of Ozawa for the proof. As an application, for a certain class of graph-wreath products, we establish the rigidity result for the quotient graph under stable isomorphism. Furthermore, we obtain a new family of prime factors.

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