Before revision:  We propose a dynamic treatment  policy which attains the minimax optimal regret relative to the unknown best treatment in this dynamic setting.
After revision:  At the outset, the total number of treatment policy which attains the minimax optimal regret relative to the unknown best treatment in this dynamic setting.