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This reprint of this Special Issue of Mathematics presents recent research within the field of discrete optimization and scheduling. The subjects addressed in the ten research papers cover a broad spectrum of optimization algorithms, e.g., papers dealing with nature-inspired algorithms, routing problems in plane graphs, the scheduling of surgeries in operation rooms, or single machine scheduling problems.