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Preprint Oct 2026

Time-JEPA: Grounding Video World Models with Physical Time Series

Video world models learn how visual environments evolve by predicting missing or future content. However, physical-state information can provide useful context for predicting how environments evolve. Prior work incorporates this information through different mechanisms: domain-specific physical laws can complicate mult...

Shen-Yi Li, Zi-Yang Zhang, Wen Wu et al. · 0 citations

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