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cs.NE2026
DCL-GPGLS: Dynamic Curriculum Learning for Genetic Programming Guided Local Search in Large-Scale Vehicle Routing
Saining Liu, Yi Mei, Mengjie Zhang
Genetic Programming Guided Local Search (GPGLS) uses genetic programming to evolve utility functions for guided local search in large-scale vehicle routing problems (LSVRPs). Evalu…
cs.NE2026
Genetic Programming with Behaviour-based Niching for Learning Guided Local Search in Vehicle Routing Problems
Saining Liu, Yi Mei, Mengjie Zhang
Genetic Programming Guided Local Search (GPGLS) learns utility functions that guide local search for vehicle routing. Its evolving programs can have similar fitness while inducing…
cs.NE2025
Curriculum Learning in Genetic Programming Guided Local Search for Large-scale Vehicle Routing Problems
Saining Liu, Yi Mei, Mengjie Zhang
Manually designing (meta-)heuristics for the Vehicle Routing Problem (VRP) is a challenging task that requires significant domain expertise. Recently, data-driven approaches have e…