# HLA-WM: Hybrid Linear Attention for Long-Horizon Video World Models > Source: > Published: 2026-10-06 13:01:28+00:00 Long-horizon video world models require persistent memory to preserve scene consistency over extended rollouts. Softmax attention retains the full generation history through a growing KV cache, whereas recurrent linear attention compresses history into fixed-size states with substantially lower memo