I’ve actually run into the exact same issue. At the time we similarly had to scrap bandits. Since then I’ve had the opportunity to do a fair amount of research into hierarchical dirichelete processes in an unrelated field.
On a random day, a light went off in my head that hierarchy perfectly addresses the stratification vs aggregation problems that arise in bandits. Unfortunately I’ve never had a chance to apply this (and thus see the issues) in a relevant setting since.
On a random day, a light went off in my head that hierarchy perfectly addresses the stratification vs aggregation problems that arise in bandits. Unfortunately I’ve never had a chance to apply this (and thus see the issues) in a relevant setting since.