“Is there scientific value in conducting empirical research in reinforcement learning when restricting oneself to small- to mid-scale environments?” Can a research done on a smaller computational budget can provide valuable scientific insights? Given the insane training times and budgets, it is natural to wonder if anything worthwhile in AI comes at a small price.…

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