When \tau \rightarrow 0 we assume that \langle [\Delta x(\tau)]^n\rangle \rightarrow 0 more rapidly than \tau itself if n > 2 . When \tau is much larger than the standard correlation time of system then M_n for n > 2 can normally be neglected. This means that fluctuations become negligible at large time scales.
If we neglect such terms we can rewrite the ESKC equation as
\frac{\partial W(\mathbf{x},s|\mathbf{x}_0)}{\partial s}= -\frac{\partial M_1W(\mathbf{x},s|\mathbf{x}_0)}{\partial x}+ \frac{1}{2}\frac{\partial^2 M_2W(\mathbf{x},s|\mathbf{x}_0)}{\partial x^2}.