Fig. 1: The network structure of LSTM.

This figure illustrates the process by which data flows through an LSTM network. Upon examining the magnified view of an LSTM cell, it becomes apparent that each cell incorporates innovative gating mechanisms: forgetting gates, input gates, and output gates. These mechanisms enable the LSTM network to effectively capture the temporal dependencies within sequence data.