Conceptexploration-exploitation trade-off / 探索利用困境
Exploration-Exploitation Trade-off
A classical problem in reinforcement learning and online learning requiring a system to balance exploiting known high-performing options against exploring options with unknown potential. Excessive exploitation risks local optima, while excessive exploration wastes resources.
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Oct 7
High error rates in the early stages may cause the router to prematurely abandon certain experts whose answers could have brought high value once the correction function is learned, forming a self-reinforcing negative feedback loop.
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