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cs.CV2026

Your Data Manifold is Secretly a Reward Model: Shell-LCC for Text-to-Video Generation

Shihao Zhang, Yunzhi Li, Yuguang Yan +4

The paper introduces Shell-LCC, a method that treats the data manifold of high‑quality video training data as an implicit reward model, providing cheap, dense guidance for text‑to‑…