PaperFlume
⌕
Accounts · soon

Library · Video generation · Efficient inference

0:00

Attention Sparsity is Input-Stable: Training-Free Sparse Attention for Video Generation via Offline Sparsity Profiling and Online QK Co-Clustering

Jiayi Luo, Jiayu Chen, Jiankun Wang, Cong Wang, Hanxin Zhu, Qingyun Sun, Chen Gao, Zhibo Chen, Jianxin Li

PMLR v306 5:49 10 chapters CC BY 4.0 · adaptation, not endorsed by the authors Source checked · visual review incomplete

Download the deck .pptx Transcript .txt · cited Captions .vtt

Editable text and shapes, not pictures of slides.

Feedback

Was this worth your five minutes?

We are in beta. Tell us whether it helped — and if something is wrong, tell us that too.

Not rated
Goes to a person, not a form queue.
Next

Papers near this one.

Walkthroughs

6:45

Motion-Aware Caching for Efficient Autoregressive Video Generation

shares Diffusion models
5:50

Self-Refining Video Sampling

shares Video generation
7:13

FLEX-WAM: Flexible Block-Causal World-Action Models for Long-Horizon Imagination and Planning

2610.05483
shares VLA models

Short cuts

0:57

Motion-Aware Caching for Efficient Autoregressive Video Generation

shares Diffusion models
0:50

Self-Refining Video Sampling

shares Video generation
0:53

FLEX-WAM: Flexible Block-Causal World-Action Models for Long-Horizon Imagination and Planning

2610.05483
shares VLA models
Authors

Want one of these for your paper?

Send the PDF and we make the walkthrough, the deck and the reel. It stays private unless you publish it yourself.

Add your paper How it works
01

Something people finishFive minutes of method beats a PDF nobody opens past the abstract.

02

Slides for your next talkAn editable deck built from your own figures, with the narration in the notes.

03

A cut you can postFifty seconds, vertical, for the places a paper link gets ignored.

04

A page that can be foundA cited transcript sits on the page, so the words in your method are searchable.

Based on “Attention Sparsity is Input-Stable: Training-Free Sparse Attention for Video Generation via Offline Sparsity Profiling and Online QK Co-Clustering” by Jiayi Luo, Jiayu Chen, Jiankun Wang, Cong Wang, Hanxin Zhu, Qingyun Sun, Chen Gao, Zhibo Chen, Jianxin Li · PMLR v306 · CC BY 4.0 · licence checked 2026-10-23 · Changed from the original: rewritten as a narrated walkthrough with slides, using the paper's own figures. An adaptation, not endorsed by its authors.

Request takedown — we aim to answer within 72 hours.