VecAttention: Vector-wise Sparse Attention for Accelerating Long Context Inference
Fuente:
arXiv
Saved in:
| Main Authors: | Liu, Anmin, Yang, Ruixuan, Jiang, Huiqiang, Lin, Bin, Sun, Minmin, Li, Yong, Zhang, Chen, Xie, Tao |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
MMInference: Accelerating Pre-filling for Long-Context VLMs via Modality-Aware Permutation Sparse Attention
by: Li, Yucheng, et al.
Published: (2025)
by: Li, Yucheng, et al.
Published: (2025)
Concept-wise Attention for Fine-grained Concept Bottleneck Models
by: Zhong, Minghong, et al.
Published: (2026)
by: Zhong, Minghong, et al.
Published: (2026)
Efficient Long-Context Modeling in Diffusion Language Models via Block Approximate Sparse Attention
by: Zhang, Wenhu, et al.
Published: (2026)
by: Zhang, Wenhu, et al.
Published: (2026)
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)
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)
SpargeAttention: Accurate and Training-free Sparse Attention Accelerating Any Model Inference
by: Zhang, Jintao, et al.
Published: (2025)
by: Zhang, Jintao, et al.
Published: (2025)
Accelerating Text-to-Video Generation with Calibrated Sparse Attention
by: Yehezkel, Shai, et al.
Published: (2026)
by: Yehezkel, Shai, et al.
Published: (2026)
RainFusion2.0: Temporal-Spatial Awareness and Hardware-Efficient Block-wise Sparse Attention
by: Chen, Aiyue, et al.
Published: (2025)
by: Chen, Aiyue, et al.
Published: (2025)
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)
TS-Attn: Temporal-wise Separable Attention for Multi-Event Video Generation
by: Zhang, Hongyu, et al.
Published: (2026)
by: Zhang, Hongyu, et al.
Published: (2026)
LIVEditor-14B: Lightning Unified Video Editing via In-Context Sparse Attention
by: Shao, Shitong, et al.
Published: (2026)
by: Shao, Shitong, et al.
Published: (2026)
Light Forcing: Accelerating Autoregressive Video Diffusion via Sparse Attention
by: Lv, Chengtao, et al.
Published: (2026)
by: Lv, Chengtao, 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)
VecFusion: Vector Font Generation with Diffusion
by: Thamizharasan, Vikas, et al.
Published: (2023)
by: Thamizharasan, Vikas, et al.
Published: (2023)
AVGGT: Rethinking Global Attention for Accelerating VGGT
by: Sun, Xianbing, et al.
Published: (2025)
by: Sun, Xianbing, et al.
Published: (2025)
DynamicRad: Content-Adaptive Sparse Attention for Long Video Diffusion
by: Long, Yongji, et al.
Published: (2026)
by: Long, Yongji, et al.
Published: (2026)
Veda: Scalable Video Diffusion via Distilled Sparse Attention
by: Han, Shihao, et al.
Published: (2026)
by: Han, Shihao, et al.
Published: (2026)
Sparse-vDiT: Unleashing the Power of Sparse Attention to Accelerate Video Diffusion Transformers
by: Chen, Pengtao, et al.
Published: (2025)
by: Chen, Pengtao, et al.
Published: (2025)
Segmentation-guided Layer-wise Image Vectorization with Gradient Fills
by: Zhou, Hengyu, et al.
Published: (2024)
by: Zhou, Hengyu, et al.
Published: (2024)
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)
Efficient Diffusion Transformer with Step-wise Dynamic Attention Mediators
by: Pu, Yifan, et al.
Published: (2024)
by: Pu, Yifan, et al.
Published: (2024)
SpatialFormer: Semantic and Target Aware Attentions for Few-Shot Learning
by: Lai, Jinxiang, et al.
Published: (2023)
by: Lai, Jinxiang, et al.
Published: (2023)
db-SP: Accelerating Sparse Attention for Visual Generative Models with Dual-Balanced Sequence Parallelism
by: Chen, Siqi, et al.
Published: (2025)
by: Chen, Siqi, et al.
Published: (2025)
CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention
by: Khan, Mohammad Sadil, et al.
Published: (2024)
by: Khan, Mohammad Sadil, et al.
Published: (2024)
PortraVec: Image-Based Portrait Vectorization with Text-Guided Manipulation
by: Liang, Yiqi, et al.
Published: (2024)
by: Liang, Yiqi, et al.
Published: (2024)
LVSA: Training-Free Sparse Attention for Long Video Diffusion
by: Glorian, Gael, et al.
Published: (2026)
by: Glorian, Gael, et al.
Published: (2026)
VSA: Faster Video Diffusion with Trainable Sparse Attention
by: Zhang, Peiyuan, et al.
Published: (2025)
by: Zhang, Peiyuan, et al.
Published: (2025)
PISA: Piecewise Sparse Attention Is Wiser for Efficient Diffusion Transformers
by: Li, Haopeng, et al.
Published: (2026)
by: Li, Haopeng, et al.
Published: (2026)
GRA: Detecting Oriented Objects through Group-wise Rotating and Attention
by: Wang, Jiangshan, et al.
Published: (2024)
by: Wang, Jiangshan, et al.
Published: (2024)
Accelerating Text-to-Image Editing via Cache-Enabled Sparse Diffusion Inference
by: Yu, Zihao, et al.
Published: (2023)
by: Yu, Zihao, et al.
Published: (2023)
LTCA: Long-range Temporal Context Attention for Referring Video Object Segmentation
by: Yan, Cilin, et al.
Published: (2025)
by: Yan, Cilin, et al.
Published: (2025)
Addressing Exacerbated Attention Sink for Source-Free Cross-Domain Few-Shot Learning
by: Yi, Shuai, et al.
Published: (2026)
by: Yi, Shuai, et al.
Published: (2026)
Vector Field Attention for Deformable Image Registration
by: Liu, Yihao, et al.
Published: (2024)
by: Liu, Yihao, et al.
Published: (2024)
Vec2Face: Scaling Face Dataset Generation with Loosely Constrained Vectors
by: Wu, Haiyu, et al.
Published: (2024)
by: Wu, Haiyu, et al.
Published: (2024)
Trainable Log-linear Sparse Attention for Efficient Diffusion Transformers
by: Zhou, Yifan, et al.
Published: (2025)
by: Zhou, Yifan, et al.
Published: (2025)
Era3D: High-Resolution Multiview Diffusion using Efficient Row-wise Attention
by: Li, Peng, et al.
Published: (2024)
by: Li, Peng, et al.
Published: (2024)
Face Mask Removal with Region-attentive Face Inpainting
by: Yang, Minmin
Published: (2024)
by: Yang, Minmin
Published: (2024)
LiteAttention: A Temporal Sparse Attention for Diffusion Transformers
by: Shmilovich, Dor, et al.
Published: (2025)
by: Shmilovich, Dor, et al.
Published: (2025)
Long Context Tuning for Video Generation
by: Guo, Yuwei, et al.
Published: (2025)
by: Guo, Yuwei, et al.
Published: (2025)
Long-Horizon Streaming Video Generation via Hybrid Attention with Decoupled Distillation
by: Li, Ruibin, et al.
Published: (2026)
by: Li, Ruibin, et al.
Published: (2026)
Similar Items
-
MMInference: Accelerating Pre-filling for Long-Context VLMs via Modality-Aware Permutation Sparse Attention
by: Li, Yucheng, et al.
Published: (2025) -
Concept-wise Attention for Fine-grained Concept Bottleneck Models
by: Zhong, Minghong, et al.
Published: (2026) -
Efficient Long-Context Modeling in Diffusion Language Models via Block Approximate Sparse Attention
by: Zhang, Wenhu, et al.
Published: (2026) -
OmniSparse: Training-Aware Fine-Grained Sparse Attention for Long-Video MLLMs
by: Chen, Feng, et al.
Published: (2025) -
Training-free and Adaptive Sparse Attention for Efficient Long Video Generation
by: Xia, Yifei, et al.
Published: (2025)