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Mode switching in organisms for solving explore-versus-exploit problems - Nature Machine Intelligence
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Trade-offs between producing costly movements for gathering information ('explore') and using previously acquired information to achieve a goal ('exploit') arise in a wide variety of problems, including foraging, reinforcement learning and sensorimotor control. Determining the optimal balance between exploration and exploitation is computationally intractable, necessitating heuristic solutions.
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