I believe this kind of ML only uses past information from the time-series. Thus, it can only find natural amplitude/phase responses or resonances that are internal but not identify any external forcing sources. If an ML algorithm could use this info PLUS other sources of data PLUS arbitrary symbolic algebraic transformations, then it might really start to find connections.