Despite the potential of neural scene representations to effectively compress 3D scalar fields at high reconstruction quality, computational complexity training and data step using representation networks limits their use in practical applications. In this paper, we analyse whether can be modified reduce these limitations such architectures also used for temporal tasks. We propose a novel desig...