LoSA: Near-Lossless Sparse Attention for Training-Free Video Diffusion Acceleration

Enhuai Liu, Yunke Wang, Yutong Wang +2

Video diffusion transformers are costly to sample: every denoising step applies self-attention over a long 3D token sequence, a quadratic cost that dominates as resolution and dura…