Curiosity and creativity are expressions of the trade-off between leveraging that with which we are familiar or seeking out novelty. Through the computational lens of reinforcement learning, we describe how formulating the value of information seeking and generation via their complementary effects on formally captures a range of solutions to striking this balance.
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Yale Jackson School of Global Affairs, Yale University, New Haven, CT 06511.
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