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VFlash: Fast, Accurate Visual Planning via Flash Primitive Decoding

Models for physical AI tasks, such as robotics and autonomous driving, need not reason solely in language. They can use visual plans--points, bounding boxes, and trajectories--to represent spatial goa

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#1Peak rank
3Days on list
578Score · 7d
Nov 6, 2026First seen
Rank · 7 days

About this paper

Models for physical AI tasks, such as robotics and autonomous driving, need not reason solely in language. They can use visual plans--points, bounding boxes, and trajectories--to represent spatial goals and anticipate motion. However, autoregressive vision-language models generate these plans one coordinate token at a time, making richer predictions increasingly costly. We introduce VFlash, a method for fast, accurate visual planning through Flash Primitive Decoding. VFlash exploits the known structure of visual primitives to predict their coordinates jointly, using a lightweight drafter that generates an entire primitive in one forward pass. The layout adapts to the primitive's type,…

Upvotes
43
Authors
19
Published
Nov 5, 2026

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

Trending history

VFlash: Fast, Accurate Visual Planning via Flash Primitive Decoding was first seen on Hugging Face · Daily papers on Nov 6, 2026. Since then it has appeared in 30 checks on 3 different days. Its best position was #1 of 30, reached on Nov 7, 11:28 UTC. It is #2 right now, slipping from #1 to #2 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, 07:28 UTC · #4Nov 6, 09:28 UTC · #4Nov 6, 11:28 UTC · #3Nov 6, 13:28 UTC · #3Nov 6, 15:28 UTC · #3Nov 6, 17:28 UTC · #3Nov 6, 19:28 UTC · #3Nov 6, 21:28 UTC · #2Nov 6, 23:28 UTC · #2Nov 7, 01:28 UTC · #2Nov 7, 03:28 UTC · #3Nov 7, 05:28 UTC · #3Nov 7, 07:28 UTC · #3Nov 7, 09:28 UTC · #3Nov 7, 11:28 UTC · #1Nov 7, 13:28 UTC · #1Nov 7, 15:28 UTC · #1Nov 7, 17:28 UTC · #1Nov 7, 19:28 UTC · #1Nov 7, 21:28 UTC · #1Nov 7, 23:28 UTC · #1Nov 8, 01:28 UTC · #1Nov 8, 03:28 UTC · #1Nov 8, 05:28 UTC · #1Nov 8, 07:28 UTC · #1Nov 8, 09:28 UTC · #1Nov 8, 11:28 UTC · #1Nov 8, 13:28 UTC · #1Nov 8, 15:28 UTC · #2Nov 8, 17:28 UTC · #2

Last 14 days

Best rank per day (UTC).

Oct 26today

Metric history

▲ as reported by Hugging Face.

03469104 Nov 6Nov 6Nov 7Nov 8Nov 8 Nov 6, 07:28 UTC · 43Nov 6, 09:28 UTC · 56Nov 6, 11:28 UTC · 58Nov 6, 13:28 UTC · 64Nov 6, 15:28 UTC · 71Nov 6, 17:28 UTC · 78Nov 6, 19:28 UTC · 82Nov 6, 21:28 UTC · 86Nov 6, 23:28 UTC · 89Nov 7, 01:28 UTC · 91Nov 7, 03:28 UTC · 96Nov 7, 05:28 UTC · 96Nov 7, 07:28 UTC · 96Nov 7, 09:28 UTC · 96Nov 7, 11:28 UTC · 96Nov 7, 13:28 UTC · 98Nov 7, 15:28 UTC · 98Nov 7, 17:28 UTC · 98Nov 7, 19:28 UTC · 98Nov 7, 21:28 UTC · 99Nov 7, 23:28 UTC · 99Nov 8, 01:28 UTC · 100Nov 8, 03:28 UTC · 100Nov 8, 05:28 UTC · 100Nov 8, 07:28 UTC · 100Nov 8, 09:28 UTC · 102Nov 8, 11:28 UTC · 104Nov 8, 13:28 UTC · 104Nov 8, 15:28 UTC · 104Nov 8, 17:28 UTC · 104

Questions

Is VFlash: Fast, Accurate Visual Planning via Flash Primitive Decoding trending on HF Daily Papers right now?

Yes. As of Nov 8, 17:28 UTC it is #2, slipping from #1 to #2 over the last 6 checks.

What is the highest rank VFlash: Fast, Accurate Visual Planning via Flash Primitive Decoding reached?

#1 on Hugging Face · Daily papers, on Nov 7, 11:28 UTC. Trendoday checks this list every 120 minutes.

How long has VFlash: Fast, Accurate Visual Planning via Flash Primitive Decoding been trending?

It was first seen on Nov 6, 2026 and has been on the list on 3 days (30 checks) since.