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It's been a couple of years since I asked this question, and my knowledge has advanced quite a bit in that time, so I figured I'd answer this as best I can. This is, as far as I know, still an open research problem. Policy-gradient agents diverging after converging for a while is a known problem, and there are a variety of hypotheses around it. KL-...

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