We derive explicit closed-form expressions for the generating function , which enumerates classical closed random walks on square and triangular lattices with steps and a signed area , characterized by the number of moves in each hopping direction. This enumeration problem is mapped to the trace of powers of anisotropic Hofstadter-like Hamiltonian and is connected to the cluster coefficients of exclusion particles: exclusion strength parameter for square lattice walks, and a mixture of and for triangular lattice walks. By leveraging the intrinsic link between the Hofstadter model and high energy physics, we propose a conjecture connecting the above signed area enumeration in statistical mechanics to the quantum A-period of associated toric Calabi-Yau threefold in topological string theory: square lattice walks correspond to local geometry, while triangular lattice walks are associated with local .

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