Nonequilibrium many-body physics is one of the core problems in modern physics, while the dynamical scaling from a gapless phase to the critical point is a most important challenge with very few knowledge so far. In the driven dynamics with a tuning rate across the quantum critical point (QCP) of a system with size , the finite-time scaling shows that the square of the order parameter obeys a simple scaling relation in the Kibble-Zurek (KZ) scaling limit with . Here, by studying the driven critical dynamics from a gapless ordered phase in the bilayer Heisenberg model, we unveil that the approaches to the scaling region dominated by the KZ scaling limit with are {\it non-commutative}: this scaling region is inaccessible for large and finite medium , while merely accessible for large and moderately finite . We attribute this to the memory effect induced by the finite-size correction in the gapless ordered phase. This non-commutative property makes still strongly depends on the system size and deviates from even for large . We further show that a similar correction applies to the imaginary-time relaxation dynamics. Our results establish an essential extension of nonequilibrium scaling theory with a gapless ordered initial state.

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