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The system, the device and the computer program which include the electronic synapse (the electronic synapse for strengthening study)

机译:包括电子突触(用于加强学习的电子突触)的系统,设备和计算机程序

摘要

Embodiments of the invention provide electronic synapse devices for reinforcement learning. An electronic synapse is configured for interconnecting a pre-synaptic electronic neuron and a post-synaptic electronic neuron. The electronic synapse comprises memory elements configured for storing a state of the electronic synapse and storing meta information for updating the state of the electronic synapse. The electronic synapse further comprises an update module configured for updating the state of the electronic synapse based on the meta information in response to an update signal for reinforcement learning. The update module is configured for updating the state of the electronic synapse based on the meta information, in response to a delayed update signal for reinforcement learning based on a learning rule.
机译:本发明的实施例提供了用于增强学习的电子突触设备。电子突触被配置用于互连突触前电子神经元和突触后电子神经元。电子突触包括被配置用于存储电子突触的状态并且存储用于更新电子突触的状态的元信息的存储元件。该电子突触还包括更新模块,该更新模块被配置为响应于用于强化学习的更新信号,基于元信息来更新电子突触的状态。更新模块被配置为响应于用于基于学习规则的强化学习的延迟更新信号,基于元信息来更新电子突触的状态。

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