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D3D: Decoupled Diffusion Drafting for Asynchronous Speculative Decoding

Target-conditioned diffusion drafters predict candidate tokens in parallel, yet each new block must wait for updated target-model hidden states. This forces drafting and verification to run sequential

  • Upvotes8
#14Rank now –
#11Peak rank
3Days on list
347Score · 7d
Nov 6, 2026First seen
Rank · 7 days

About this paper

D3D is a standalone diffusion drafter that removes target-model hidden-state dependencies to enable asynchronous speculative decoding with high speedup.

Target-conditioned diffusion drafters predict candidate tokens in parallel, yet each new block must wait for updated target-model hidden states. This forces drafting and verification to run sequentially, limiting speedup even though each block is generated in one pass. We introduce D3D, a standalone diffusion drafter that removes this inter-round dependency. D3D combines blockwise denoising with auxiliary autoregressive supervision to achieve long accepted prefixes without target hidden states. This independence lets D3D draft successor blocks during verification in one packed pass, enabling asynchronous speculative decoding. We progressively prune layers according to their effect on…

target-conditioned diffusion draftersblockwise denoisingauxiliary autoregressive supervisionasynchronous speculative decodinglayer pruningacceptance length
Upvotes
8
Authors
7
Published
Nov 4, 2026

Summary and abstract excerpt via Hugging Face Papers ↗ · arXiv.

Trending history

D3D: Decoupled Diffusion Drafting for Asynchronous Speculative Decoding was first seen on Hugging Face · Daily papers on Nov 6, 2026. Since then it has appeared in 32 checks on 3 different days. Its best position was #11 of 30, reached on Nov 6, 21:28 UTC. It is #14 right now, holding steady at #14 over the last 6 checks.

Rank history

Position on Hugging Face · Daily papers at every check (lower is better).

#1#11#20#30 Nov 6Nov 6Nov 7Nov 8Nov 8 Nov 6, 03:28 UTC · #27Nov 6, 05:28 UTC · #22Nov 6, 07:28 UTC · #22Nov 6, 09:28 UTC · #16Nov 6, 11:28 UTC · #16Nov 6, 13:28 UTC · #16Nov 6, 15:28 UTC · #14Nov 6, 17:28 UTC · #13Nov 6, 19:28 UTC · #12Nov 6, 21:28 UTC · #11Nov 6, 23:28 UTC · #11Nov 7, 01:28 UTC · #11Nov 7, 03:28 UTC · #11Nov 7, 05:28 UTC · #11Nov 7, 07:28 UTC · #11Nov 7, 09:28 UTC · #12Nov 7, 11:28 UTC · #12Nov 7, 13:28 UTC · #12Nov 7, 15:28 UTC · #12Nov 7, 17:28 UTC · #13Nov 7, 19:28 UTC · #13Nov 7, 21:28 UTC · #14Nov 7, 23:28 UTC · #14Nov 8, 01:28 UTC · #14Nov 8, 03:28 UTC · #14Nov 8, 05:28 UTC · #14Nov 8, 07:28 UTC · #14Nov 8, 09:28 UTC · #14Nov 8, 11:28 UTC · #14Nov 8, 13:28 UTC · #14Nov 8, 15:28 UTC · #14Nov 8, 17:28 UTC · #14

Last 14 days

Best rank per day (UTC).

Oct 26today

Metric history

▲ as reported by Hugging Face.

061319 Nov 6Nov 6Nov 7Nov 8Nov 8 Nov 6, 03:28 UTC · 8Nov 6, 05:28 UTC · 10Nov 6, 07:28 UTC · 10Nov 6, 09:28 UTC · 14Nov 6, 11:28 UTC · 17Nov 6, 13:28 UTC · 18Nov 6, 15:28 UTC · 18Nov 6, 17:28 UTC · 18Nov 6, 19:28 UTC · 18Nov 6, 21:28 UTC · 18Nov 6, 23:28 UTC · 18Nov 7, 01:28 UTC · 18Nov 7, 03:28 UTC · 18Nov 7, 05:28 UTC · 18Nov 7, 07:28 UTC · 18Nov 7, 09:28 UTC · 18Nov 7, 11:28 UTC · 18Nov 7, 13:28 UTC · 18Nov 7, 15:28 UTC · 18Nov 7, 17:28 UTC · 18Nov 7, 19:28 UTC · 18Nov 7, 21:28 UTC · 18Nov 7, 23:28 UTC · 18Nov 8, 01:28 UTC · 18Nov 8, 03:28 UTC · 18Nov 8, 05:28 UTC · 18Nov 8, 07:28 UTC · 18Nov 8, 09:28 UTC · 19Nov 8, 11:28 UTC · 19Nov 8, 13:28 UTC · 19Nov 8, 15:28 UTC · 19Nov 8, 17:28 UTC · 19

Questions

Is D3D: Decoupled Diffusion Drafting for Asynchronous Speculative Decoding trending on HF Daily Papers right now?

Yes. As of Nov 8, 17:28 UTC it is #14, holding steady at #14 over the last 6 checks.

What is the highest rank D3D: Decoupled Diffusion Drafting for Asynchronous Speculative Decoding reached?

#11 on Hugging Face · Daily papers, on Nov 6, 21:28 UTC. Trendoday checks this list every 120 minutes.

How long has D3D: Decoupled Diffusion Drafting for Asynchronous Speculative Decoding been trending?

It was first seen on Nov 6, 2026 and has been on the list on 3 days (32 checks) since.