  High-order cumulants and factorial cumulants of conserved charges are
suggested to study the critical dynamics in heavy-ion collision experiments. In
this paper, using the parametric representation of the three-dimensional Ising
model which is believed to belong to the same universality class with the
Quantum chromo-dynamics, temperature dependence of the second- to fourth-order
(factorial) cumulants of the order parameter is studied. It is found that the
values of the normalized cumulants are independent of the external magnetic
field at the critical temperature, which results in a fixed point in the
temperature dependence of the normalized cumulants. In finite-size systems
simulated by Monte Carlo method, the fixed point behavior still exists at the
temperature near the critical one. The fixed point behavior is also appeared in
the temperature dependence of normalized factorial cumulants at least from the
fourth-order one. With a mapping from the Ising model to QCD, the fixed point
behavior is also found in the energy dependence of the normalized cumulants (or
fourth-order factorial cumulants) along different freeze-out curves.
