SPADE: An Input-Adaptive Sparse Attention Engine for Fast Video Diffusion Models Inference

Shanghao Liu, Renze Chen, Size Zheng +4

Video diffusion transformers (vDiTs) generate high quality but pay quadratic self-attention cost, making inference prohibitive at video-token scales. The challenge is input-adaptiv…