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Ditch the per-ray prediction bottleneck: NOVA3R's global scene representation and diffusion-based decoder unlock more complete and accurate 3D reconstructions from unposed images.
Text-to-video models can now generate videos that actually respect spatial relationships, thanks to a new geometry-based reward function that beats VLM-based alternatives.