arXiv Computer Vision
Oct 12

ForeAct3D: Policy-Grounded Future World Modeling for VLA Policies

ForeAct3D is a framework that grounds future world modeling in Vision‑Language‑Action policies by decoding depth, semantic segmentation, and camera pose from policy representations into current and future 3D scene states. The future queries are conditioned on the policy‑generated action chunk, and a physical‑consistency closure enforces background staticity, instance‑level rigidity, and wrist‑camera pose alignment with end‑effector kinematics. This approach eliminates the need for future prediction at inference and achieves high success rates on LIBERO and CALVIN, outperforming the base policy across all suites.

By Zhe Tao, Feiran Wang, Gaowen Liu, Ramana Rao Kompella, Yan Yan