Z-transform of difference equations and stability of a process
The paper deals in the lag operator $L$, rather than $z^{-1}$ as DSP people tend to use.

As a result, all the DSP results you know are inverted. So "inside the unit circle" becomes "outside the unit circle", black is white, and ... avoid zebra crossings.