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A Reward-driven Model of Darwinian Fitness

机译:达尔文健身的奖励驱动模型

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摘要

In this paper we present a model that, based on the principle of total energy balance (similar to energy conservation in Physics), bridges the gap between Darwinian fitness theories and reward-driven theories of behaviour. Results show that it is possible to accommodate the reward maximization principle underlying modern approaches in behavioural reinforcement learning and traditional fitness approaches. Our framework, presented within a prey-predator model, may have important consequences in the study of behaviour.
机译:在本文中,我们提出了一种模型,基于总能量平衡原理(类似于物理学中的节能),弥补达尔文健身理论与奖励驱动的行为理论之间的差距。结果表明,有可能适应行为强化学习和传统健身方法中现代方法的奖励最大化原则。我们的框架在猎物捕食者模型中呈现,可能对行为的研究具有重要的影响。

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