Before revision:  We find that optimal decoders are realized with multiple distinct non-monotonic response functions and that such optimal decoders can extract information much  efficiently than typical single layer linear decoders.
After revision:  We find that optimal decoders are realized with multiple distinct non-monotonic response functions and that such optimal decoders can extract information much more efficiently than typical single layer linear decoders.