selected publications

• academic article

  • Dynamic VNF Forwarding Graph Extension Algorithms.  IEEE Transactions on Network and Service Management.  17:1389-1402. 2020

• conference paper

  • MAGC-RSA: multi-agent graph convolutional reinforcement learning for distributed routing and spectrum assignment in elastic optical networks.  . 2022
  • Multi-Agent Graph Convolutional Reinforcement Learning for Intelligent Load Balancing.  NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium. 2022
  • Constrained Deep Reinforcement Learning for Smart Load Balancing.  . 2022
  • An Enhanced Reinforcement Learning Approach for Dynamic Placement of Virtual Network Functions.  . 1-7. 2020