a surface that reflects the fluidic, non - linear, and recurrent architecture of Long Short - Term Memory networks, but bound within the framework of a Schwarz H surface. The various 'cells', 'gates', and 'states' of the LSTM should find a representation in the unique topological features of the surface 
