We investigate the evolution of entanglement spectra under a global quantum quench from a short-range correlated state to the quantum critical point. Motivated by the conformal mapping, we find that the dynamical entanglement spectra demonstrates distinct finite-size scaling behaviors from the static case. As a prototypical example, we compute real-time dynamics of the entanglement spectra of a one-dimensional transverse-field Ising chain. Numerical simulation confirms that, the entanglement spectra scales with the subsystem size l as ∼ l −1 for the dynamical equilibrium state, much faster than ∝ log −1 l for the critical ground state. In particular, as a byproduct, the entanglement spectra at the long time limit faithfully gives universal tower structure of underlying Ising criticality, which shows the emergence of operator-state correspondence in the quantum dynamics.PACS numbers: 03.65. Ud, 11.25.Hf Conformal field theory (CFT) [1] has become a profitable tool as a diagnosis of critical phenomena in two dimensional statistical models. In the equilibrium case, the conformal invariance at the critical point sets rigid constrains on physical properties by a set of conformal data including the central charge, conformal dimensions and operator product expansion coefficients. In the past decades, great success has been achieved in condensed matter physics, especially for minimal models with a finite number of primary scaling operators (irreducible representations of the Virasoro algebra) [2][3][4][5][6].In general, due to gaplessness nature massive entanglement should play a vital role at or around the critical point. One remarkable achievement is [7-34], CFT provides a novel way to connect the quantum entanglement and critical phenomena. It is found that the conformal invariance in critical ground states results in a universal scaling of the entanglement entropy depending on the central charge c [8-10, 13, 16]. Interestingly, by extending this idea, the entropy can be applied to identify quantum critical points in higher dimensions [13,16,[35][36][37]. Besides the entropy, other entanglement-based measures also attract lots of attention. The eigenvalues of reduced density matrix, called entanglement spectrum (ES), is such an example, which contains much richer information than the entropy [38,39]. In addition to the evidences in topological gapped systems [40][41][42][43], the ES is also proposed to describe the quantum critical point [15,[44][45][46][47][48][49][50][51]. However, compared to the well-established boundary law for gapped states, much less is known about the critical behavior of the ES [52,53], which casts doubt on direct application of the ES in the critical systems.Beyond equilibrium, quantum dynamics attracts considerable attention recently, particular in approaching to steadiness and thermalization. Universal entanglement structures are expected to leave some marks in the dynamic process, e.g., central charge c controls the growth of entropy [11,17]. However, novel example [8] is still rare, a...