World Labs Team: camera-grounded spatial-context generation and reconstruction

What changed

Conditioned sequential flow-based multimodal generation on images, camera poses and depth in a shared spatial context, integrating novel-view generation, geometry reconstruction and explicit3D outputs.

Scientific scope

Conditioned sequential flow-based multimodal generation on images, camera poses and depth in a shared spatial context, integrating novel-view generation, geometry reconstruction and explicit3D outputs. Institutional technical account, not a full public paper/weights audit. Flow models, autoregression, transformers and Gaussian splats are inherited; acquired delta is pose-grounded shared spatial-context generation/reconstruction integration. Missing geometry is synthesized, not measured truth. Comparison gives Atlas camera poses but baselines text prompts, so no unconditional fair-architecture superiority is inferred. MetaAtlas2022 is unrelated.

Evidence

The linked original sources describe this contribution and its evidence limits. WRS has not independently reconstructed the full scientific claims. Institutional technical account, not a full public paper/weights audit. Flow models, autoregression, transformers and Gaussian splats are inherited; acquired delta is pose-grounded shared spatial-context generation/reconstruction integration. Missing geometry is synthesized, not measured truth. Comparison gives Atlas camera poses but baselines text prompts, so no unconditional fair-architecture superiority is inferred. MetaAtlas2022 is unrelated.

Contributors

• Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

• Atlas: A World Model for Spatial Intelligence — World Labs Team

Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.

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