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Dense 4D reconstruction no longer collapses after a few dozen frames: directly re-querying 3D trajectory endpoints across video chunks breaks the long-standing temporal horizon bottleneck in feed-forward dynamic scene reconstruction.
Video diffusion models already contain implicit multi-view knowledge, making them surprisingly effective for novel view synthesis when adapted to ignore temporal coherence.
