Continuous-Time Recurrent Neural Networks

时间:2021-08-11 02:52:53
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文件名称:Continuous-Time Recurrent Neural Networks

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更新时间:2021-08-11 02:52:53

Recurrent  Neural  Networks

Abstract—This paper studies the approximation ability of con- tinuous-time recurrent neural networksto dynamical time-variant systems. It proves that any finite time trajectory of a given dynam- ical time-variant system can be approximated by the internal state of a continuous-time recurrent neural network. Given several spe- cial forms of dynamical time-variant systems or trajectories, this paper shows that they can all be approximately realized by the in- ternal state of a simple recurrent neural network.


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