Instruction: Discuss the application of causal inference methods in optimizing strategies for multi-armed bandit problems in real-time decision-making scenarios.
Context: This question explores how causal inference can be integrated into the decision-making process of multi-armed bandit algorithms. Explain how to implement causal techniques to improve the selection strategy, assess the impact of interventions on different arms, and how to handle the exploration-exploitation trade-off from a causal perspective.