I'm wondering if NeRF could be a new type of representation. Although it doesn't encode 3D geometry, it achieves the end goal of computer graphics: projecting 3D world into a 2D plane for human to visualize.

I think it's explicit. The network is still a function, but a complicated one. You plug in 5D examples, and get back points or a render.