A general way of obtaining a field-theoretical description of Langevin dynamics is via the Martin-Siggia-Rose (MSR) response fields. This is essentially just representing the identity - up to some Jacobian - in terms of a path integral that takes into account the dynamical equation of interest (as explained is section 5.1 (eq 32) of this article (title: Field theoretic methods, by Tauber)):
\begin{align} 1 &= \int \mathcal{D} [S] \prod_{x,t} \delta \left( \partial_t S(x,t) - F[S] (x,t) - \zeta (x,t) \right) \\ &= \int \mathcal{D}[S] \mathcal{D}[i\tilde{S}] \exp\left[ -\int_{x,t} \tilde{S}(x,t) \left( \partial_t S(x,t) - F (x,t) - \zeta (x,t) \right) \right], \end{align} where $F$ and $\zeta$ are the deterministic force and noise, respectively. This identity can then be used to compute averages of various quantities w.r.t. to the noise realizations.
I have two questions regarding this:
in going from the first line to the second line, I would expect to get something like $\int \mathcal{D}[\tilde{S}] e^{-i\int_{x,t} \tilde{S} (\partial_t S - F - \zeta)} $ in similarity with the 1d delta function $\delta(x) = \int \frac{dk}{2\pi} e^{ikx}$. But it seems that here we are using a different representation, $\delta(x) = \int \frac{d \, ik}{2\pi}e^{-kx}$.
I have seen it stated* that in order to ensure the convergence of the path integral, the integration needs to be performed along the imaginary axis, hence the $\mathcal{D}[i\tilde{S}]$ measure in the second line. I don't quite understand this statement; in particular, how is it that if the path integral has convergence issues if we integrate over real fields with complex weights (i.e., $\int \mathcal{D}[\tilde{S}] e^{i\int \tilde{S}(\ldots)}$), it suddenly becomes well-defined by integrating along the imaginary axis via a change of variables (i.e., $\int \mathcal{D}[i\tilde{S}] e^{-\int \tilde{S}(\ldots)}$) ?this probably has a very simple answer, but does it matter if in the above formula I switch $\tilde{S}$ with $-\tilde{S}$ (such that we have $e^{\int \tilde{S}(\ldots)}$ instead of $e^{-\int \tilde{S}(\ldots)}$ for the weights)?
*Page 134 of "Critical Dynamics - A Field Theory Approach to Equilibrium and Non-Equilibrium Scaling Behavior"