When the system reaches a new stable state, the previously stored state information no longer reflects the properties of the new region, necessitating a reinitialization of the NN parameters. Conversely, if the system returns from a non-stable state on the PES to a known stable state, it implies that the search encountered a potential barrier that is difficult to overcome.