Interacting spins in quantum magnet can cooperate and exhibit exotic states like the spin liquid. To explore materialization of such intriguing states, determination effective Hamiltonian is thus an important, while at same time, very challenging inverse many-body problem. efficiently learn microscopic from macroscopic experimental measurements, here we propose unbiased searching approach that ...