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Strategy Diversity

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Definition

Strategy diversity is the spread of approaches a learning system explores or maintains, rather than collapsing to one. Diversity helps exploration in RL, helps robustness in deployment, and is one of the first casualties of aggressive optimization against a narrow reward.

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