WaveAlign: Cache-Aware Query-Row Scheduling for Sparse Attention in Long-Video Generation

Zijian Dai, Sen Han, Youhui Bai +6

Long-video generation with diffusion transformers (DiTs) produces extremely long token sequences, making attention a dominant inference bottleneck. Dynamic sparse attention reduces…