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Skip the 3D modalities: Spa3R shows that strong spatial reasoning can emerge directly from 2D vision alone by learning to predict feature fields from multi-view images.
Robots can now learn complex manipulation skills entirely in simulation, thanks to a compositional world model that accurately predicts future states and evaluates progress, leading to a 35-45% performance boost in real-world tasks.
