Single-band representation of a single time step. Solid lines represent the inputs and outputs of the LSTM cells across a single time step. Dashed lines represent the residual connections between recurrent steps. The dotted lines represent the operations to construct the final representation, given in Equation (3). The gray connections represent the inputs and outputs across different time steps.