# Video DeltaNet: A Video-Native Hybrid Attention for Livestream Video Generation > Source: > Published: 2026-09-18 02:30:24+00:00 Video diffusion models repeatedly process long spatiotemporal token sequences during denoising, making attention a major computational bottleneck. Linear attention offers an appealing alternative and has been widely adopted in recent large language models, but directly applying it to video models of