Xin-Yu Gao

CineMem: Attention-Aligned Fine-grained Memory Retrieval for Multi-Shot Long Video Generation

Autoregressive video generation relies on memory retrieval to model long-range dependencies. This capability becomes particularly critical for multi-shot generation, where models must reconcile substantial visual changes across shot transitions with persistent semantic continuity. Existing methods tend to perform memor...