1. Introduction  
2. Problem Formulation  
3. PAC-Bayes Bounds for Bandits  
4. PAC-Bayes Reward Bounds  
5. PAC-Bayes Regret Bounds  
6. Optimising PAC-Bayes Bandit Bounds  
7. Experimental Comparison  
8. Conclusion