Although the improvement of efficiency can benefit the safety of learning process, no matter how efficient the algorithm is, an unsafe on-line learned policy can lead to bad user experience at the beginning of learning period and consequently fail to attract sufficient real users to continuously improve the policy.
it is important to address the safety issue.