We show that the critical exponent of a quantum phase transition in a damped-driven open system is determined by the spectral density function of the reservoir. We consider the open-system variant of the Dicke model, where the driven boson mode and also the large N-spin couple to independent reservoirs at zero temperature. The critical exponent, which is 1 if there is no spin-bath coupling, decreases below 1 when the spin couples to a sub-Ohmic reservoir.PACS numbers: 05.30. Rt,42.50.Pq,37.10.Vz,37.30.+i Quantum critical behavior appears in driven dissipative systems when the steady-state [1][2][3], rather than the ground state of a Hamiltonian [4][5][6], undergoes a nonanalytic, symmetry-breaking change at a critical parameter value. The interplay of an external coherent excitation and the dissipation can lead to a steady-state which is far from the ground or thermal state. Driven dissipative systems cannot be, in general, mapped onto an effective Hamiltonian system. It is thus unclear how the critical behavior of the open system is related to universality classes of known quantum and thermal phase transitions [7].Recent observation of the Dicke-model superradiant phase transition motivates us to raise this question. Ultracold atoms coupled to the radiation field of an optical resonator allowed for the quantum simulation of the Dicke model [8][9][10] and the experimental demonstration of the phase transition [10][11][12][13][14][15][16]. The boson component of the model is represented by a single mode of a high finesse optical cavity. The spin-N component is effectively realized by constraining the motion of ultracold atoms into the space of two momentum eigenstates. The interaction is implemented by a far-detuned laser field illuminating the atoms from a direction perpendicular to the cavity axis. Photons scatter into the cavity, which has a recoil on the atoms. Above a threshold of the laser intensity, which translates to the coupling strength between the spin and the boson mode, a mean field of the cavity mode and the large spin is formed spontaneously.Since the cavity mode is coupled through the mirrors to the outside electromagnetic vacuum field, this system is intrinsically open. It is also a substantial feature that the coupling between cavity photons and atoms is generated by an external laser. In the frame rapidly rotating at the laser frequency, the time-dependent driving can be eliminated and the remaining low-frequency dynamics is described by the time-independent Dicke-type Hamiltonian [9,10,17]. Note, however, that the outcoupled field is continuously supplied by the external laser and a photon current is driven through the system. According to the effective Hamiltonian, the incoherent photon population in the ground state diverges at the critical point as a power law with exponent 1/2 [18]. At variance, when the cavity loss is taken into account [19,20], the exponent changes to 1 which is much closer to the experimentally measured value of about 0.9 [21]. The dissipation and the accompanying q...