Solved by kklemon in post #4 
              
              
                Excluding the input of a specific time step, all the input of the remaining time step is set to 0. 

That would be for sure one possible approach, but keep in mind, that information in an LSTM, represented by the state vectors, “vanishes” across the time dimension. If you feed the input features on…