We explore a gated recurrent neural network (GRNN) to address this, which is similar in spirit to LSTM Chung et al., 2015), but empirically runs faster.
the transition function of the GRNN used in the work is calculated as follows where stands for element-wise multiplication, i t and f t represent the reset gate and update gate, respectively.