pith. sign in

An efficient and multi-modal navigation system with one-step world model.arXiv preprint arXiv:2601.12277, 2026

2 Pith papers cite this work. Polarity classification is still indexing.

2 Pith papers citing it

fields

cs.CV 2

years

2026 2

verdicts

UNVERDICTED 2

representative citing papers

World Models as Group Actions

cs.CV · 2026-05-23 · unverdicted · novelty 7.0

Formalizes video world models as group actions on states and uses latent regularization with synthesized supervision to enforce consistency, introducing GAC and GAR metrics that improve structural correctness in SOTA models.

citing papers explorer

Showing 2 of 2 citing papers.

  • World Models as Group Actions cs.CV · 2026-05-23 · unverdicted · none · ref 25

    Formalizes video world models as group actions on states and uses latent regularization with synthesized supervision to enforce consistency, introducing GAC and GAR metrics that improve structural correctness in SOTA models.

  • Drift-Resistant Navigation World Model with Anchored Epipolar Guidance cs.CV · 2026-05-23 · unverdicted · none · ref 30

    A generative navigation world model that uses sparse anchored rollout with epipolar constraints to reduce perceptual and geometric drift.