Poincaré Recurrence Theorem posits that in a system with finite volume and energy, almost every state will return arbitrarily close to its initial state after a sufficiently long but finite time. This principle underpins the idea that in a closed system, despite the second law of thermodynamics, the system can return to a state similar to its original one, challenging notions of irreversible processes.