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DAWN: Dependency-Aware Fast Inference for Diffusion LLMs

DAWN extracts token dependency graphs to select reliable unmasking positions, accelerating diffusion LLM inference by 1.80-8.06x with negligible quality loss.

Lizhuo Luo, Zhuoran Shi, Jiajun Luo, Zhi Wang and 3 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 1 on Hugging Face · Code ★ 12

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AI panel: 15 of 20 reviewers recommend it
lenient 4/5
medium 10/10
strict 1/5