Certified Policy Optimisation for Nested Causal Bandits via PAC-Bayes Risk

Tim Woydt, Paul-David Zuercher

Critical sequential decisions are rarely single-timescale: a strategic decision causally shapes the context in which every subsequent tactical choice is made; standard bandit and r…