Which specific type of RNN was designed to mitigate the vanishing gradient problem using a 'forget gate'?
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LSTM
Long Short-Term Memory (LSTM) networks use a cell state and three gates (input, forget, and output) to regulate the flow of information. This architecture allows the network to maintain information over long sequences more effectively than vanilla RNNs.
Also asked as:
- What specific type of Recurrent Neural Network uses a cell state and a gated architecture to maintain information over long sequences more effectively than vanilla RNNs?