c k is the cell at time k, and σ denotes the sigmoid function.
in the encoding phase of these HRED  models, a recurrent neural network (RNN) based encoder is first utilized to encode each input a context to a vector, and then a hierarchical RNN is conducted to encode these vectors to one vector.