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Unifying Embodied Foundation Models via a Model-to-Policy Formulation

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In brief

  1. Proposal of a unified probabilistic formulation for embodied foundation models in robotics.
  2. Integration of multimodal perception and action generation via stochastic kernels.
  3. Concrete application on OpenVLA and DreamZero with two different action strategies.

A new probabilistic formulation unifies embodied foundation models (VLA and WAM) by linking them to robot control policies. The architecture-agnostic approach integrates multimodal perception and action generation, with applications on OpenVLA and DreamZero.

What it changes for you

  • Industry & ManufacturingManufacturers could adopt more flexible and generalizable robot control policies thanks to this unification.

This summary gives you the essentials. The full article, its figures and quotes are on cs.AI updates on arXiv.org.

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