Quantum dissipation plays crucial roles in many fields of modern science. Almost all existing quantum dissipation theories, from the perturbative quantum master equations to the exact Feynman--Vernon influence functional path integral and its differential hierarchical equations of motion approaches, exploit the Gaussian-Wick's theorem in thermodynamical statistics. As it is strictly valid only for linear bath couplings, the Gaussian-Wick's theorem treats intrinsical...