The Cycle-Canceling Algorithm is a fundamental method in network flow theory used to find the minimum-cost flow in a flow network by iteratively identifying and canceling negative-cost cycles. It is a cornerstone in optimization, particularly useful for solving problems where costs are associated with flows, ensuring that the overall cost is minimized while maintaining feasible flow conditions.