I am trying to create a simple recurrent model using Keras. My objective is to have multiple layers, and to connect only the final output of the last layer as an input into the first layer at the next timestep. My understanding is that this cannot be achieved by using SimpleRNN layers, because chaining those adds an internal recursion inside each layer, not a single one from the very end to the very beginning.