What is a generalized MDP?

Here are a few sub-questions.

  1. How is it different than a "regular" MDP?
  2. How does it generalize the notion of an MDP?
  3. Why do we need a generalized MDP?
  4. Do generalized MDPs have some practical usefulness or they are just theoretical tools?

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