AWhat changed
Systematized image pretraining, large-scale video pretraining and high-quality video fine-tuning, studying captioning/filtering pipelines for transferable latent-video models.
Scientific scope
Systematized image pretraining, large-scale video pretraining and high-quality video fine-tuning, studying captioning/filtering pipelines for transferable latent-video models. Latent diffusion and inserted temporal layers are inherited, including VideoLDM. Acquired delta is staged training/data-curation evidence and base resource, not invention of video diffusion. Source benchmark quality is not physical-world simulation fidelity.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Latent diffusion and inserted temporal layers are inherited, including VideoLDM. Acquired delta is staged training/data-curation evidence and base resource, not invention of video diffusion. Source benchmark quality is not physical-world simulation fidelity.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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