arxivcs.ROcs.LG2026-06-27
J-LAW: Joint Localization and Actionable World Modeling via Coupled Latent Factor Graphs
Classical SLAM estimates metric poses and a geometric map but produces no actionable predictive model for planning. Action-conditioned world models learn compact latent dynamics for planning but ignore global metric consistency and accumulate drift under open-loop rollout. We arg…