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This section delves into the realm of local search heuristics in combinatorial optimization, covering classical heuristics and advanced learned heuristics like ECO-DQN and GNN-SAT. It highlights the evolution of machine learning integration in solving CO problems, showcasing the advancements in algorithmic approaches.