I have a party of 4 currently, so if 2 aren't going to make it, I have to cancel. If 3 can make it, we roll ahead, with the 3rd character just "offscreen."
This is why I usually prefer a party of 5, but RL...
Next game, there will typically be a NPC with the party, and other recruitable NPCs...