Before revision:  Informed by these results, we further propose a lightweight Poisson approximate online algorithm, which is accurate and efficient in achieving exact hit rates and hit probabilities , and also improves the aggregate utilities .
After revision:  Informed by these results, we further propose a lightweight Poisson approximate online algorithm, which is accurate and efficient in achieving optimal hit rates and hit probabilities , and also improves the aggregate utilities .