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Curriculum Learning in Genetic Programming Guided Local Search for Large-scale Vehicle Routing Problems

  • A new method called CL-GPGLS has been proposed to improve the learning process for large-scale Vehicle Routing Problems.
  • CL-GPGLS integrates Curriculum Learning (CL) into the Genetic Programming Guided Local Search (GPGLS) method.
  • This approach uses a predefined curriculum to introduce training instances progressively, starting with simpler tasks and gradually increasing complexity.
  • Extensive experiments have shown that CL-GPGLS outperforms three baseline methods in solving large-scale VRP effectively.

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