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PLANET redefines multi-object tracking by embedding 3D scene geometry into query formation, leading to unprecedented accuracy in challenging scenarios.
WorldTrace redefines memory management in video world models, achieving up to 19.5% better episodic recall without any retraining.
Forget scaling laws: a single looped transformer block, iterated explicitly, crushes billion-parameter feed-forward networks at multi-view 3D reconstruction.
