We study the long-time behavior of Kardar–Parisi–Zhang (KPZ)-like equations:
∂th(t,x)=Δxh(t,x)+|∇xh(t,x)|2+η(t,x),
h(0,x)=h0(x),(t,x)∈(0,∞)×𝕋d,
on the d-dimensional torus 𝕋d driven by an ergodic noise η (e.g., space-time white in d=1). The analysis builds on infinite-dimensional extensions of similar results for positive random matrices. We establish a one force, one solution principle and derive almost sure synchronization with exponential deterministic speed in appropriate Hölder spaces.