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VideoMLA: Low-Rank Latent KV Cache for Minute-Scale Autoregressive Video Diffusion
VideoMLA replaces per-head video diffusion KV caches with shared low-rank latents to cut memory by 92.7% and improve long-horizon streaming quality and throughput.
Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 PM, Hall C1 · Published 2026 · ▲ 24 on Hugging Face · Code ★ 18
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AI panel: 15 of 20 reviewers recommend it
lenient 4/5
medium 9/10
strict 2/5