Abstract The partition function is an essential quantity in statistical mechanics, and its accurate computation a key component of any analysis quantum system phenomenon. However, for interacting many-body systems, calculation generally involves summing over exponential number terms can thus quickly grow to be intractable. Accurately efficiently estimating the corresponding Hamiltonian then becom...