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RL Reward formulation best practices?
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Hello,

Happy new year everyone!

I believe the formulation of rewards play a major part in successful learning of an RL agent. Are there general procedures, best practices or textbooks (or chapters of a textbook) available as a guideline to formulate rewards in a given environment.

For instance, decisions such as whether to select linear or quadratic rewards, how to combine multiple states (or actions ) together to effectively drive multi-objective optimization.

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1 year ago