Is Kelly Lochbaum Ladder Filter LTI?
As long as the graph consists only of delays, add/subtract and multiply-with-a-constant, then the system will be LTI.

In this case, if the coefficients $k_1 ... k_m$ don't change with time, the system is LTI.