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abramdemski comments on Algorithms as Case Studies in Rationality - Less Wrong
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Only that "Exploration vs exploitation trade-off" is not an algorithm. Reinforcement learning (RL) is pretty much "non-algorithmic" (as Pei Wang would say). ETA: there are specific algorithms in RL (and in -- related -- planning and game playing), but the "trade-off" is a concept; it sure needs to be expressed algorithmically but is it fair to give credit to "algorithmicality" in this case?
Right; when I say "I'm not systematic about it" I mean that I don't purposefully follow a specific algorithm. I would probably benefit from being a bit more systematic, but for the moment, I'm merely trying to "train my intuition".
I would hope that all these algorithms would be applied "non-algorithmically" in Pei Wang's sense-- that is, the ideas from the algorithm should interact dynamically with the rest of my thought process.