Visualizing Memorization in RNNs(distill.pub)
distill.pub
Visualizing Memorization in RNNs
https://distill.pub/2019/memorization-in-rnns/
2 comments
Great post. Long sequences are a problem I have been dealing with long enough now. Even though GRU outperforms LSTM in longer sequences, it still isn't enough and vanishing gradients problem is still experienced. Currently, one-dimensional convolution units are effective while dealing with longer time steps, but sadly it's not the precise unit people wish to use while processing longer time-steps.
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