Attention Drift: What Auto-Regressive Speculative Decoding Models Learn

Doğaç Eldenk, Payal Mohapatra, Yigitcan Comlek, Kaan Oktay and 2 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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.

Hidir Yesiltepe, Jiazhen Hu, Tuna Han Salih Meral, Adil K Akan and 3 more

Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 PM, Hall C1 · Published 2026 · ▲ 24 on Hugging Face · Code ★ 18

Exact Posterior Score Estimation for Solving Linear Inverse Problems

Exact posterior score estimation derives closed-form posterior scores for linear Gaussian inverse problems, enabling efficient training and sampling that outperforms baselines with far fewer evaluations.

Abbas Mammadov, Ozgur Kara, Kaan Oktay, Iskander Azangulov and 4 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026