Couldn't you just pick the top N paths (maybe ordered by how sensitive they are to changes in input) back through the neural net, then list the data sources they ultimately trace to?

"Visited aaa.example one day ago, .34; visited abc.example three days ago, .27; therefore display ad for zzz.example"