arXiv cs.LG
· Papers
When Do Conservation Laws Survive Learned Representations? Certified Horizons for Latent World Models
arXiv:2606.24945v1 Announce Type: new Abstract: We ask a representation-learning question about physical world models: when does a conservation law remain certifiable after a model learns a latent representation? A certified horizon bounds -- in advance, from measurable model defects -- how many steps a rollout provabl