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Speculative Forcing for Efficient Autoregressive Video Generation

Paper recorded by Signals 4 on 2026-10-15 in cs.CV. Abstract reproduced from arXiv; link to the original below.

Published 2026-10-15 on arXiv · recorded by Signals 4 on 2026-10-16

Category: cs.CV · 计算机视觉 · first seen 2026-10-16

Abstract

Few-step autoregressive video generators enable streaming generation, yet they run every token through the final denoising step, regardless of how much refinement it needs. We find this uniform computation is often unnecessary: many tokens already closely match their eventual full-step outputs in the initial steps, while others require refinement until the end. We introduce Speculative Forcing, a

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#256 most recent of 756 cs.CV papers we have recorded · ↑ newer: SUPRA-TEX: 3D Generation with Super-Aligned Texture · ↓ older: Dense4D: Pixel-Level 4D Human Correspondence
Cite this page: Speculative Forcing for Efficient Autoregressive Video Generation: the #256 most recent of 756 cs.CV papers we have recorded (as of 2026-10-15). Source: Signals 4 (Signals API) — https://data.jiangzhang.ca/signals4/t/papers/speculative-forcing-for-efficient-autoregressive-video-generation.html
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