Beyond Single Decision: Slate Bandits

While contextual bandits excel at selecting one optimal item, real-world optimization requires solving for complex, multi-slot layouts. This workshop equips practitioners with the intuition to identify the right use cases for conditional bandits and the practical skills to run them without needing heavy online infrastructure. We will explore how to implement offline contextual bandits to solve scenarios ranging from multivariate page optimization to list ranking.