Yes, neural networks can encode information! Since seeing NeRF for the first time I'm always on the lookout for creative ways to use this capability. Here, a #NeurIPS paper using MLPs as signed distance fields for rigid-body collisions: sites.google.com/view/sdf-sim. What else could we use this for?