Neural and Evolutionary ComputingFast-Slow Recurrent Neural NetworksAsier Mujika,Florian Meier,Angelika StegerSubjects:Neural and Evolutionary Computing (cs.NE)Processing sequential data of variable length is a major challenge in a widerange of applications, such as speech recognition, language modeling,generative image modeling and machine translation. Here, we address thischallenge by proposing a novel recurrent neural network (RNN) architecture, theFast-Slow RNN (FS-RNN). The FS-RNN incorporates the strengths of bothmultiscale RNNs and deep transition RNNs as it processes sequential data on
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