Gaussian splatting does not use neural nets. It runs an optimizer on the Gaussian splattering parameters. I think in your comment you are talking about Neural Radiance Fields (Nerfs).
Traditionally you'd use an optimizer, but OP isn't doing it traditionally, which is what makes it interesting. NeRFs work differently.