We study the prethermal dynamics of the Gross-Neveu-Yukawa quantum field theory, suddenly quenched in the vicinity of a quantum critical point. We find that the universal prethermal dynamics is controlled by two fixed points depending on the size of the quench. Besides the usual equilibrium chiral Ising fixed point for a shallow quench, a dynamical chiral Ising fixed point is identified for a deep quench. Intriguingly, the latter is a non-thermal fixed point without any equilibrium counterpart due to the participation of gapless fermionic fields. We also find that in the scaling regime controlled by the equilibrium fixed point, the initial slip exponent is rendered negative if there are enough flavors of fermions, thus providing a unique signature of fermionic prethermal dynamics. We then explore the temporal crossover between the universal scaling regimes governed by the two universality classes. Possible experimental realizations are also discussed.Introduction.-Memory effects are ubiquitous phenomena in nature. The classic example is brain memory in living beings, but memory effects are also widespread in physics. In cosmology, the cosmic microwave background radiation can be regarded as a memory of the Big Bang. In condensed matter physics, memory effects often occur in relaxation dynamics [1,2]. For example, in classical critical systems, the short-time critical dynamics remembers the initial state and affects the critical relaxation process during a macroscopic initial stage [3]. In this stage, the evolution of the system is called the critical initial slip and is characterized by an additional critical exponent, the initial slip exponent [3]. These short-time critical dynamics have been widely exploited in determining the critical point and critical exponents in classical systems [4,5].In the context of isolated quantum systems, a vibrant set of purely quantum memory phenomena have been studied. At long times, quantum chaotic systems are expected to effectively lose memory of their initial state, except for conserved quantities like the total energy. This is encoded in the celebrated eigenstate thermalization hypothesis which states that chaotic energy eigenstates look like equilibrium thermal states of the appropriate temperature [6-10]. However, some long-lived prethermal states, which bring in additional universal initial state information into the dynamics, have been discovered [11][12][13][14][15][16][17]. Various causes for these effects have been proposed, including proximity to integrability [18][19][20][21][22][23], existence of a dynamical phase transition after a global quench [24][25][26][27][28][29][30][31][32][33][34][35], emergence of a non-thermal fixed point [36][37][38][39][40][41][42][43][44][45], nonlocal initial entanglement effects [46,47], and so on. Among these, short-time quantum critical dynamics have recently received considerable attention [48][49][50][51][52][53][54][55]. As with its classical counterpart, a critical initial slip exponent can be defined to characterize the dyna...