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• Deep Reinforcement Learning for Solving the Heterogeneous Capacitated Vehicle Routing Problem
  2021 · 187 citations
• Heterogeneous Attentions for Solving Pickup and Delivery Problem via Deep Reinforcement Learning
  2021 · 140 citations
• RL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark
  2023 · 4 citations
• Refining Hybrid Genetic Search for CVRP via Reinforcement Learning-Finetuned LLM
  2025 · 1 citations
• Surrogate Learning in Meta-Black-Box Optimization: A Preliminary Study
  2025
• DL-DRL: A double-level deep reinforcement learning approach for large-scale task scheduling of multi-UAV
  2022