A Deep Value-network Based Approach for Multi-Driver Order Dispatching

no code implementations • 8 Jun 2021 • Xiaocheng Tang, Zhiwei Qin, Fan Zhang, Zhaodong Wang, Zhe Xu, Yintai Ma, Hongtu Zhu, Jieping Ye

In this work, we propose a deep reinforcement learning based solution for order dispatching and we conduct large scale online A/B tests on DiDi's ride-dispatching platform to show that the proposed method achieves significant improvement on both total driver income and user experience related metrics.

reinforcement-learning Reinforcement Learning (RL) +1

Diminishing Batch Normalization

no code implementations • ICLR 2019 • Yintai Ma, Diego Klabjan

Our proposed DBN algorithm remains the overall structure of the original BN algorithm while introduces a weighted averaging update to some trainable parameters.