VideoMLA: Low-Rank Latent KV Cache for Minute-Scale Autoregressive Video Diffusion 事件

VideoMLA: Low-Rank Latent KV Cache for Minute-Scale Autoregressive Video Diffusion arXiv:2605.30351v1 Announce Type: new Abstract: Long-rollout causal video diffusion has converged on a fixed-size sliding-window KV cache, with recent progress innovating within this layout by changing which tokens occupy the window or how their positions are encoded. The per-head KV layout itself, a dominant contributor to streaming memory and latency, has been mostly left unchanged. In this paper, we present th