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SMALL-WORLD NETS FOR FAST NEURAL NETWORK TRAINING AND EXECUTION

机译:小型神经网络用于快速神经网络训练和执行

摘要

A method, a system, and a computer program product for fast training and/or execution of neural networks. A description of a neural network architecture is received. Based on the received description, a graph representation of the neural network architecture is generated. The graph representation includes one or more nodes connected by one or more connections. At least one connection is modified. Based on the generated graph representation, a new graph representation is generated using the modified at least one connection. The new graph representation has a small-world property. The new graph representation is transformed into a new neural network architecture.
机译:用于神经网络的快速训练和/或执行的方法,系统和计算机程序产品。接收到神经网络架构的描述。基于收到的描述,生成神经网络架构的图形表示。该图形表示包括通过一个或多个连接连接的一个或多个节点。至少一个连接被修改。基于所生成的图形表示,使用修改后的至少一个连接来生成新的图形表示。新的图形表示形式具有小世界属性。新的图形表示形式被转换为新的神经网络架构。

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