From what I've been told, those who disappear from Derleth are returned to exactly the same time and place they were when they were taken, without any memory of their experiences here.
They may return, or they may not. Sometimes they return after a few days, or maybe it's many weeks. Some who return recall their previous stint, yet for others remember nothing and they must start afresh.