Yes non aquatic plants can last a fair while when submerged, but then they just fal apart.
The ones on the far right, probably swords, are rhizome plants, meaning the white bit of the stem, just above the roots needs to be exposed, it cant be buried, because it starts to rot. This might be your problem.