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OverSeer: Improving Multi-Agent World Model Consistency with Fixed Auxiliary Views

HuggingFace Daily Papers

The study proposes OverSeer, a multi-agent world model that adds auxiliary camera views fixed in space alongside agents' egocentric views, serving as a proxy for a world-centric representation to improve temporal and cross-agent consistency. The auxiliary views are redundant and nearly static, so they can be efficiently compressed with a delta-VAE that encodes only changes relative to a static reference image, reducing the number of tokens required.

Part of the event: OverSeer: Multi-agent world model introduces fixed auxiliary viewpoint

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