The Byzantine Generals' Problem is a classic computer science and game theory problem that involves a group of generals who have their armies positioned around a city. They need to come to a unanimous decision on whether to attack or retreat, but some of the generals may be traitors sending conflicting information. The problem explores how the generals can reach consensus despite the presence of traitors in the group.