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Jan 13, 2021 at 16:53 comment added nbro Ok, thanks! That makes this answer clearer. Another thing that I think is missing from this answer is that you seem to focus on the comparison of actor-only methods and critic-only methods, though it seems to be implied that all the info mentioned is applicable to actor-critic methods as well as critic-only methods (such as Q-learning). In any case, it may be a good idea to differentiate actor-critic methods and critic-only methods.
Jan 13, 2021 at 16:14 history edited Neil Slater CC BY-SA 4.0
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Jan 13, 2021 at 15:05 comment added Neil Slater @nbro I expanded the first paragraph with an explanation and linked a related question on cross-validated to address your second point
Jan 13, 2021 at 15:03 history edited Neil Slater CC BY-SA 4.0
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Jan 13, 2021 at 10:51 comment added nbro Maybe you should at least briefly (or link to some reference that) describe(s) why 1. actor-only methods (such as REINFORCE) require episodic problems and 2. TD-based methods may have lower bias.
Jan 13, 2021 at 10:38 history edited nbro CC BY-SA 4.0
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Jan 12, 2021 at 22:59 history answered Neil Slater CC BY-SA 4.0