arxivcs.CV2026-07-17
SlotMem: Character-Addressable Internal Memory for Narrative Long Video Generation
Yilai Liu, Xin Zhang, Shiyuan Zhang, Hongyang Du
Maintaining recurring character identities across scene transitions and long temporal gaps is a central challenge in narrative long video generation. Methods targeting global consistency often retrieve memory using cues that are not aligned with character identity preservation, w…