Let be a finite acyclic valued quiver. We establish an alternative cluster multiplication formula in the quantum cluster algebra associated with , which exhibits certain symmetries similar to 2-Calabi–Yau properties of cluster categories. Motivated by this formula, we introduce a Hall algebra via a certain quotient of a derived Hall subalgebra associated with , serving as an algebra counterpart to cluster categories of hereditary algebras. As our main result, we prove that the quantum cluster algebra associated with is isomorphic to the exceptional subalgebra of , namely, the subalgebra generated by exceptional objects. Furthermore, when is of Dynkin type, the quantum cluster algebra is naturally isomorphic to itself. This establishes a Hall algebra realization for all acyclic quantum cluster algebras. As an application, we introduce the Hall subalgebra of generated by projectives, yielding a Hall algebra analogue of the lower bound quantum cluster algebras. Then we show that the standard monomials of quantum projective cluster variables form a basis of the quantum cluster algebras via Hall algebra approach. Moreover, we show that the Auslander–Reiten translation of cluster categories induces an algebra automorphism of . Finally, we apply the BGP-reflections to , and prove that the Hall algebra is invariant up to isomorphism under the mutations at sink vertices of .

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