Jialiang Mao

Balancing Risk and Reward: A Batched-Bandit Strategy for Automated Phased Release

Phased releases are a common strategy in the technology industry for gradually releasing new products or updates through a sequence of A/B tests in which the number of treated units gradually grows until full deployment or deprecation. Performing phased releases in a principled way requires selectin…