“…In the context of nonlinear dispersive PDEs, probabilistic construction of solutions was initiated in an effort to construct well-defined dynamics almost surely with respect to the Gibbs measure for NLS on T d , d = 1, 2 [9,54,10]. Before discussing this problem for NLS on T d , let us consider the following finite dimensional 2 In fact, there are other critical regularities induced by the Galilean invariance for (1.1) and the Lorentzian symmetry for (1.2) below which the equations are ill-posed; see [51,25,56,42]. We point out, however, that these additional critical regularities are relevant only when the dimension is low and/or the degree p is small.…”