Learning Adaptive Display Exposure for Real-Time Advertising

no code implementations • 10 Sep 2018 • Weixun Wang, Junqi Jin, Jianye Hao, Chunjie Chen, Chuan Yu, Wei-Nan Zhang, Jun Wang, Xiaotian Hao, Yixi Wang, Han Li, Jian Xu, Kun Gai

In this paper, we investigate the problem of advertising with adaptive exposure: can we dynamically determine the number and positions of ads for each user visit under certain business constraints so that the platform revenue can be increased?

Towards Cooperation in Sequential Prisoner's Dilemmas: a Deep Multiagent Reinforcement Learning Approach

no code implementations • 1 Mar 2018 • Weixun Wang, Jianye Hao, Yixi Wang, Matthew Taylor

We introduce a Sequential Prisoner's Dilemma (SPD) game to better capture the aforementioned characteristics.

reinforcement-learning Reinforcement Learning (RL)