arXiv cs.LG
· Papers
Conformal Orbit-Valid Trust Horizons for Equivariant World Models
arXiv:2606.24946v1 Announce Type: new Abstract: Learned world models are useful only over horizons on which their rollout error remains controlled. We study trust-horizon certification for latent world models with known group symmetries. Given a one-step latent residual and a finite-time expansion estimate, we form a r