Triple-BERT: Do We Really Need MARL for Order Dispatch on Ride-Sharing Platforms?

TL;DR

This paper proposes a novel centralized reinforcement learning framework for large-scale order dispatching tasks in ride-sharing scenarios, achieving better cooperation among workers compared to previous multi-agent methods.

Opening excerpt from the authors’ abstract. source