Publications

You can also find my articles on my Google Scholar profile.

2023

• When Routing Meets Recommendation: Solving Dynamic Order Recommendations Problem in Peer-to-Peer Logistics Platforms.
  Zhiqin Zhang, Waldy Joe, Yuyang Er, Hoong Chuin Lau. ICCL2023.
  [link] [project outcome]

• Dynamic Police Patrol Scheduling with Multi-Agent Reinforcement Learning.
  Songhan Wong, Waldy Joe, Hoong Chuin Lau. LION17.
  [link] [news]

• Learning to send reinforcements: coordinating multi-agent dynamic police patrol dispatching and rescheduling via reinforcement learning.
  Waldy Joe, Hoong Chuin Lau. IJCAI2023.
  [pdf] [code] [news]

• Coordinating Multi-party Vehicle Routing with Location Congestion via Iterative Best Response.
  Waldy Joe, Hoong Chuin Lau. SN Computer Science, 2023.
  [pdf]

2022

• Reinforcement Learning Approach to Solve Dynamic Bi-objective Police Patrol Dispatching and Rescheduling Problem.
  Waldy Joe, Hoong Chuin Lau, Jonathan Pan. ICAPS2022.
  [pdf]

2021

• Coordinating multi-party vehicle routing with location congestion via iterative best response.
  Waldy Joe, Hoong Chuin Lau. EUMAS2021.
  [pdf]

2020

• Deep reinforcement learning approach to solve dynamic vehicle routing problem with stochastic customers.
  Waldy Joe, Hoong Chuin Lau. ICAPS2020.
  [pdf] [poster] [video]

PhD Thesis

• Reinforcement learning approach to coordinate real-world multi-agent dynamic routing and scheduling.
  Waldy Joe.
  PhD Dissertation, School of Computing and Information System, Singapore Management University, Singapore, 2022.
  [pdf]