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We define quantum automorphism groups of a wide range of discrete structures. The central tool for their construction is a generalisation of the Tannaka-Krein reconstruction theorem. For any direct sum of matrix algebras , and any concrete unitary 2-category of finite type Hilbert--bimodules , under reasonable conditions, we construct an algebraic quantum group which acts on by , such that the category of -equivariant corepresentations of on finite type Hilbert--bimodules is equivalent to . Moreover, we explicitly describe how to get such categories from connected locally finite discrete structures. As an example, we define the quantum automorphism group of a quantum Cayley graph.

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