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Internalized Visual Thinking

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Machine Heart
Machine Heart
Sep 3, 2026 · Artificial Intelligence

Apple's IVT Internalizes Visual Reasoning for 5x Faster Proactive Video Prediction

Apple researchers propose Internalized Visual Thinking (IVT), a post-training framework that learns predictive world modeling during training but removes future-frame generation at inference, achieving 5x speedup over Visual CoT while matching or exceeding accuracy on Early-event and Next-event Prediction across Ego-Exo4D, Ego4D, and EPIC-KITCHENS-100.

Apple ResearchFlux-VAEInference Optimization
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Apple's IVT Internalizes Visual Reasoning for 5x Faster Proactive Video Prediction