SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention

Qi Zhao, Qirui Li, Hanlin Tang +10

Diffusion Transformers (DiTs) incur quadratic self-attention cost over spatiotemporal tokens. Existing training-free sparse attention methods often construct sparse masks from bloc…