It would be logical and historically accurate to say that the population would have been assimilated into neighbouring, similar groups, especially considering that the northerners were actually worshipping the gods of their neighbours and probably intermingling.
If the House of Israel was absorbed into a surrounding populations, then how can Israel and Judah reconcile?