Ride the Wave: Precision-Allocated Sparse Attention for Smooth Video Generation
Fuente:
arXiv
Saved in:
| Main Authors: | Zhang, Wentai, Xi, Ronghui, Peng, Shiyao, Huang, Jiayu, Luo, Haoran, Tang, Zichen, E, Haihong |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Attention Sparsity is Input-Stable: Training-Free Sparse Attention for Video Generation via Offline Sparsity Profiling and Online QK Co-Clustering
by: Luo, Jiayi, et al.
Published: (2026)
by: Luo, Jiayi, et al.
Published: (2026)
Sparse VideoGen2: Accelerate Video Generation with Sparse Attention via Semantic-Aware Permutation
by: Yang, Shuo, et al.
Published: (2025)
by: Yang, Shuo, et al.
Published: (2025)
SmoothVideo: Smooth Video Synthesis with Noise Constraints on Diffusion Models for One-shot Video Tuning
by: Peng, Liang, et al.
Published: (2023)
by: Peng, Liang, et al.
Published: (2023)
Accelerating Text-to-Video Generation with Calibrated Sparse Attention
by: Yehezkel, Shai, et al.
Published: (2026)
by: Yehezkel, Shai, et al.
Published: (2026)
PreciseCache: Precise Feature Caching for Efficient and High-fidelity Video Generation
by: Wang, Jiangshan, et al.
Published: (2026)
by: Wang, Jiangshan, et al.
Published: (2026)
RAP: Efficient Text-Video Retrieval with Sparse-and-Correlated Adapter
by: Cao, Meng, et al.
Published: (2024)
by: Cao, Meng, et al.
Published: (2024)
PSA: Pyramid Sparse Attention for Efficient Video Understanding and Generation
by: Li, Xiaolong, et al.
Published: (2025)
by: Li, Xiaolong, et al.
Published: (2025)
VSA: Faster Video Diffusion with Trainable Sparse Attention
by: Zhang, Peiyuan, et al.
Published: (2025)
by: Zhang, Peiyuan, et al.
Published: (2025)
Sparse Fine-Tuning of Transformers for Generative Tasks
by: Chen, Wei, et al.
Published: (2025)
by: Chen, Wei, et al.
Published: (2025)
Training-free and Adaptive Sparse Attention for Efficient Long Video Generation
by: Xia, Yifei, et al.
Published: (2025)
by: Xia, Yifei, et al.
Published: (2025)
DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation
by: Hu, Jie, et al.
Published: (2026)
by: Hu, Jie, et al.
Published: (2026)
Sparse Forcing: Native Trainable Sparse Attention for Real-time Autoregressive Diffusion Video Generation
by: Xu, Boxun, et al.
Published: (2026)
by: Xu, Boxun, et al.
Published: (2026)
VideoAnydoor: High-fidelity Video Object Insertion with Precise Motion Control
by: Tu, Yuanpeng, et al.
Published: (2025)
by: Tu, Yuanpeng, et al.
Published: (2025)
Learning Subspace-Preserving Sparse Attention Graphs from Heterogeneous Multiview Data
by: Chen, Jie, et al.
Published: (2026)
by: Chen, Jie, et al.
Published: (2026)
Input-Aware Sparse Attention for Real-Time Co-Speech Video Generation
by: Lu, Beijia, et al.
Published: (2025)
by: Lu, Beijia, et al.
Published: (2025)
Light Forcing: Accelerating Autoregressive Video Diffusion via Sparse Attention
by: Lv, Chengtao, et al.
Published: (2026)
by: Lv, Chengtao, et al.
Published: (2026)
Radial Attention: $O(n\log n)$ Sparse Attention with Energy Decay for Long Video Generation
by: Li, Xingyang, et al.
Published: (2025)
by: Li, Xingyang, et al.
Published: (2025)
Bidirectional Sparse Attention for Faster Video Diffusion Training
by: Zhan, Chenlu, et al.
Published: (2025)
by: Zhan, Chenlu, et al.
Published: (2025)
AEGIS: A Holistic Benchmark for Evaluating Forensic Analysis of AI-Generated Academic Images
by: Zhang, Bo, et al.
Published: (2026)
by: Zhang, Bo, et al.
Published: (2026)
Generative Model-Based Feature Attention Module for Video Action Analysis
by: Wang, Guiqin, et al.
Published: (2025)
by: Wang, Guiqin, et al.
Published: (2025)
HBSplat: Robust Sparse-View Gaussian Reconstruction with Hybrid-Loss Guided Depth and Bidirectional Warping
by: Ma, Yu, et al.
Published: (2025)
by: Ma, Yu, et al.
Published: (2025)
OmniSparse: Training-Aware Fine-Grained Sparse Attention for Long-Video MLLMs
by: Chen, Feng, et al.
Published: (2025)
by: Chen, Feng, et al.
Published: (2025)
Toward Rich Video Human-Motion2D Generation
by: Xi, Ruihao, et al.
Published: (2025)
by: Xi, Ruihao, et al.
Published: (2025)
Matten: Video Generation with Mamba-Attention
by: Gao, Yu, et al.
Published: (2024)
by: Gao, Yu, et al.
Published: (2024)
THEMIS: Towards Holistic Evaluation of MLLMs for Scientific Paper Fraud Forensics
by: Ma, Tzu-Yen, et al.
Published: (2026)
by: Ma, Tzu-Yen, et al.
Published: (2026)
VORTA: Efficient Video Diffusion via Routing Sparse Attention
by: Sun, Wenhao, et al.
Published: (2025)
by: Sun, Wenhao, et al.
Published: (2025)
Veda: Scalable Video Diffusion via Distilled Sparse Attention
by: Han, Shihao, et al.
Published: (2026)
by: Han, Shihao, et al.
Published: (2026)
GateAttentionPose: Enhancing Pose Estimation with Agent Attention and Improved Gated Convolutions
by: Feng, Liang, et al.
Published: (2024)
by: Feng, Liang, et al.
Published: (2024)
Pyramid Forcing: Head-Aware Pyramid KV Cache Policy for High-Quality Long Video Generation
by: Chen, Jiayu, et al.
Published: (2026)
by: Chen, Jiayu, et al.
Published: (2026)
InfiniteTalk: Audio-driven Video Generation for Sparse-Frame Video Dubbing
by: Yang, Shaoshu, et al.
Published: (2025)
by: Yang, Shaoshu, et al.
Published: (2025)
QuantSparse: Comprehensively Compressing Video Diffusion Transformer with Model Quantization and Attention Sparsification
by: Feng, Weilun, et al.
Published: (2025)
by: Feng, Weilun, et al.
Published: (2025)
PISCO: Precise Video Instance Insertion with Sparse Control
by: Gao, Xiangbo, et al.
Published: (2026)
by: Gao, Xiangbo, et al.
Published: (2026)
DynamicRad: Content-Adaptive Sparse Attention for Long Video Diffusion
by: Long, Yongji, et al.
Published: (2026)
by: Long, Yongji, et al.
Published: (2026)
AdaCluster: Adaptive Query-Key Clustering for Sparse Attention in Video Generation
by: Tan, Haoyue, et al.
Published: (2026)
by: Tan, Haoyue, et al.
Published: (2026)
Waver: Wave Your Way to Lifelike Video Generation
by: Zhang, Yifu, et al.
Published: (2025)
by: Zhang, Yifu, et al.
Published: (2025)
Compact Attention: Exploiting Structured Spatio-Temporal Sparsity for Fast Video Generation
by: Li, Qirui, et al.
Published: (2025)
by: Li, Qirui, et al.
Published: (2025)
ArtNeRF: A Stylized Neural Field for 3D-Aware Cartoonized Face Synthesis
by: Tang, Zichen, et al.
Published: (2024)
by: Tang, Zichen, et al.
Published: (2024)
DSDFormer: An Innovative Transformer-Mamba Framework for Robust High-Precision Driver Distraction Identification
by: Chen, Junzhou, et al.
Published: (2024)
by: Chen, Junzhou, et al.
Published: (2024)
PhysChoreo: Physics-Controllable Video Generation with Part-Aware Semantic Grounding
by: Zhang, Haoze, et al.
Published: (2025)
by: Zhang, Haoze, et al.
Published: (2025)
Smoothing Slot Attention Iterations and Recurrences
by: Zhao, Rongzhen, et al.
Published: (2025)
by: Zhao, Rongzhen, et al.
Published: (2025)
Similar Items
-
Attention Sparsity is Input-Stable: Training-Free Sparse Attention for Video Generation via Offline Sparsity Profiling and Online QK Co-Clustering
by: Luo, Jiayi, et al.
Published: (2026) -
Sparse VideoGen2: Accelerate Video Generation with Sparse Attention via Semantic-Aware Permutation
by: Yang, Shuo, et al.
Published: (2025) -
SmoothVideo: Smooth Video Synthesis with Noise Constraints on Diffusion Models for One-shot Video Tuning
by: Peng, Liang, et al.
Published: (2023) -
Accelerating Text-to-Video Generation with Calibrated Sparse Attention
by: Yehezkel, Shai, et al.
Published: (2026) -
PreciseCache: Precise Feature Caching for Efficient and High-fidelity Video Generation
by: Wang, Jiangshan, et al.
Published: (2026)