« search calendars« 12th DIMACS Implementation Challenge: Vehicle Routing Problems

« CorailRPC-DQN: a Deep Reinforcement Learning and Heuristic Approach for the Dynamic Ride-Hailing

CorailRPC-DQN: a Deep Reinforcement Learning and Heuristic Approach for the Dynamic Ride-Hailing

April 05, 2022, 10:20 AM - 10:40 AM

Location:

Online Event

Augustin Parjadis, Polytechnique Montréal

This paper summarizes our work on implementing solutions for the ride-hailing problem proposed by the DIMACS Vehicle Routing problems implementation challenge. The main focus of our solution has been the use of attention mechanisms and reinforcement learning. The implemented algorithms produced competitive results, but could benefit from further improvement regarding accuracy and running time on large instances.

[Challenge Paper]   [Video]