SmartApe AI

Oct 30, 2026 · Artificial Intelligence

Oxford Survey: One World, Four Operations for Video Foundation Models

Oxford University, NUS, and NTU researchers present a unified survey framing video foundation models around four operations—Reading, Writing, Sharing, and Interacting—distinguishing temporal coherence from world consistency, proposing an evidence ladder, and identifying seven open challenges for world modeling.