BriefGPT.xyz
Dec, 2016
一种无混沌的循环神经网络
A recurrent neural network without chaos
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Thomas Laurent, James von Brecht
TL;DR
本文介绍了一种非常简单的门控循环神经网络,其在基于单词的语言建模任务上实现了与LSTM和GRU等著名门控架构相媲美的性能且证明了该模型具有简单、可预测和非混沌的动力学,这与传统的门控架构形成了鲜明对比。
Abstract
We introduce an exceptionally simple
gated recurrent neural network
(RNN) that achieves performance comparable to well-known gated architectures, such as LSTMs and GRUs, on the word-level
language modeling
task.
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