Spatio-Temporal Attention

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4 papers in the last four weeks, level with the four weeks before. 0.0% of all new papers.

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  1. Prism: Dynamic Sparse Attention for Native 2K Joint Video-Audio Generation Model Training

    Oct 4, 2026Shuyuan Tu, Qi Tian, Yinming Huang +8Audio-Video GenerationSpatio-Temporal Attention

    Fudan University · Tencent Hunyuan Foundation Model Team · Zhejiang University

  2. Parameterized Stripe Attention for Efficient Video Generation

    Sep 29, 2026Xingyu Jia, Baole Ai, Ang Wang +2Spatio-Temporal AttentionVideo Diffusion Models

    Alibaba Group

  3. Cross-attention encoding models reveal dynamic spatiotemporal routing across human higher visual cortex

    Sep 28, 2026Iishaan Inabathini, Margaret M. HendersonSpatio-Temporal AttentionHuman Visual Cortex

    Carnegie Mellon University

  4. vidax: A Unified JAX Framework for Video Generative Models on Accelerator Meshes

    Sep 16, 2026Congyue DengPytorchSpatio-Temporal Attention

    Massachusetts Institute of Technology

  5. RoLA: Rotary-Positioned Low-Rank Linear Attention for Efficient Diffusion Transformers

    Sep 6, 2026Zekun Zhang, Yixiang Cai, Yuxi Liu +9Video Diffusion ModelsSpatio-Temporal Attention

    Peking University, Melon Group · Alibaba Group · University of Electronic Science and Technology of China +1

  6. SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention

    Aug 13, 2026Qi Zhao, Qirui Li, Hanlin Tang +10Dynamic Sparse AttentionSpatio-Temporal Attention

    Zhejiang University · Alibaba Group

  7. LoSA: Near-Lossless Sparse Attention for Training-Free Video Diffusion Acceleration

    Aug 12, 2026Enhuai Liu, Yunke Wang, Yutong Wang +2Dynamic Sparse AttentionSpatio-Temporal Attention

    1The University of Sydney · 2CSIRO

  8. Beyond Pixels: From Video Priors to 4D Worlds

    Aug 11, 2026Zihao Liu, Xiaolong Shen, Zhenglin Zhou +24D GenerationVideo Latents

    ReLER, CCAI, Zhejiang University

  9. Evidence-Driven Dynamic Visual Selector for Efficient Long Video Understanding

    Aug 6, 2026Bo Zhang, Wenxin Wang, Feng Chen +4Video UnderstandingSpatio-Temporal Attention

    1Sichuan University · 2Adelaide University · 3Beijing Institute of Technology

  10. Token Radius Attention for Efficient Video Generation

    Aug 3, 2026Jiayu Chen, Zhikun Jiang, Maoliang Li +6Spatio-Temporal AttentionVisual Tokenizers

    School of Computer Science, Peking University · School of Electronics Engineering and Computer Science, Peking University · School of Computer Science and Engineering, Beihang University +2

  11. Attention-Steered Vision-Language Models for Sign Language Translation

    Jul 31, 2026Meibo Hu, Guohao Sun, Annemarie D. Ross +2Gloss-Free Sign Language TranslationSign Language Translation

    Rochester Institute of Technology · National Technical Institute for the Deaf / Rochester Institute of Technology · University of Virginia

  12. Learning Spatiotemporal Decision Priors for Efficient Path Planning under Partial Observability

    Jul 24, 2026Yi Liu, Hongda Zhang, Leyao Zou +7Path PlanningPartial Observability

    College of Intelligent Robotics and Advanced Manufacturing, Fudan University, Shanghai, 200433, China · School of Information Science and Technology, Fudan University, Shanghai, 200433, China · Department of Information Technology, Old Dominion University, Norfolk, 23529, VA, USA

  13. MegaSlide-DiT: Memory-Centric Adaptation and Deformable Local Attention for Efficient Video Diffusion

    Jul 17, 2026Jiacheng Liu, Jason LiuVideo Diffusion ModelsDiffusion Transformers

    Trendinsight Lab / UC San Diego

  14. FVAttn: Adaptive Sparse Attention with Runtime Load Balancing for Video Generation

    Jul 17, 2026Hao Liu, Chenghuan Huang, Ye Huang +7Dynamic Sparse AttentionSpatio-Temporal Attention

    Sun Yat-sen University · WeChat HPC, Tencent Inc. · Peking University +1

  15. VideoSEMA: a scalable and efficient Mamba-like attention for video understanding

    Jul 16, 2026Nhat Thanh Tran, Fanghui Xue andShuai Zhang, Jiancheng Lyu +3Fine-Grained Video UnderstandingSpatio-Temporal Attention

    Department of Mathematics University of California, Irvine Irvine, USA · Qualcomm AI Research San Diego, USA

  16. ScanFocus: A Coarse-to-Fine Framework for Spatio-Temporal Video Grounding

    Jul 15, 2026Kai Chen, Ming Dai, Wenxuan Cheng +1Video Temporal GroundingSpatio-Temporal Attention

    Southeast University

  17. TSCA-Net: Temporal-Spatial Clique Attention for Interpretable Multimodal Pedestrian Trajectory Prediction

    Jul 11, 2026Md Mustafizur Rahman, Guangchao Yang, A F M Abdun Noor +3Pedestrian Trajectory PredictionSpatio-Temporal Attention

    College of Computer Science, Chongqing University, Chongqing, China · Department of Software Engineering, Daffodil International University, Dhaka, Bangladesh

  18. SAGE: Synchronized Action-Gaze Recognition and Anticipation for Human Behavior Understanding

    Jul 4, 2026Chenyi Kuang, Nakul AgarwalGaze BehaviorHand-Object Interaction Detection

    Honda Research Institute, USA · Rensselaer Polytechnic Institute

  19. HyperVAttention: Efficient Sparse Attention with Spatio-Temporal Clustering for Video Diffusion

    Jul 3, 2026Dongyeun Lee, Amir Zandieh, Vahab Mirrokni +2Dynamic Sparse AttentionSpatio-Temporal Attention

    KAIST · Google Research

  20. Reweighting Framewise Attention in Video Transformers for Facial Expression Understanding

    Jun 29, 2026Seongro Yoon, Donghyeon Cho, Jinsun Park +1Facial Expression RecognitionSelf-Supervised Vision Transformers

    Inria, Université Côte d’Azur, France · Hanyang University, South Korea · Pusan National University, South Korea

  21. SAFE-DiT: Semantics-Aware Fast-path Execution for High-Resolution Diffusion Transformers

    Jun 28, 2026Xuanhua Yin, Yuxuan Jia, Chuanzhi Xu +1Diffusion TransformersSpatio-Temporal Attention

    School of Computer Science, The University of Sydney, Australia

  22. Long-Term Prediction of Local and Global Human Motion with Occlusion Recovery

    Jun 26, 2026Qiaoyue Yang, Sven Heutger, Christopher Niemann +3Human Motion PredictionHuman Motion

    Neuro-Information Technology, Otto-von-Guericke-University Magdeburg, Magdeburg, 39106, Germany

  23. ScalingAttention: Discovering Intrinsic Sparse Attention Topology for Video Diffusion Transformers

    Jun 22, 2026Ruiliang Zhou, Xuecheng Wu, Kang He +6Dynamic Sparse AttentionDiffusion Transformers

    KlingAI Research · Beijing Institute of Technology · NVIDIA +1

  24. FrozenDrive: Zero-Shot Text-Guided Driving Scene Generation and Data Augmentation with Parameter-Free Frozen Diffusion Model

    Jun 18, 2026Yuhwan Jeong, Hyeonseong Kim, Daehyun We +5Autonomous DrivingData Augmentation

    KAIST, Visual Intelligence Lab

  25. Training-free sparse attention based on cumulative energy filtering

    Jun 15, 2026Chunlu Li, Yixuan Pan, Bai Du +5Dynamic Sparse AttentionSpatio-Temporal Attention

    Huawei Technologies

  26. Dual-State Slot Attention: Decoupling Appearance and Identity for Video Object-Centric Learning

    Jun 10, 2026Sieu Tran, Duc Nguyen, Hao Vo +2Video Object SegmentationObject-Centric Representations

    University of Arkansas Fayetteville, AR, USA

  27. SpikeTAD: Spiking Neural Networks for End-to-End Temporal Action Detection

    Jun 10, 2026Min Yang, Mi Zhou, Limin WangTemporal Action LocalizationTime-To-First-Spike

    State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, Jiangsu, China

  28. FadeMem: Distance-Aware Memory Consolidation for Autoregressive Video Diffusion

    Jun 9, 2026Yu Lu, Junjie Yang, Piotr Koniusz +2Autoregressive Video Diffusion ModelsAutoregressive Video Generation

    Zhejiang University · University of New South Wales (UNSW) · Data61/CSIRO +1

  29. Trio: Learning Time-Series Forecasting with Temporal-Spatial-Sample Attention and Structural Causal Priors

    Jun 5, 2026Tao Chen, Yexu Zhou, Zhi Gong +9Time Series ForecastingTime Series

    SUPCON Technology Co., Ltd. Hangzhou, China · Hangzhou Dianzi University, HangZhou, 310018, China · Xidian University, Xi’an 710071, Shaanxi, China.

  30. Adaptive Tokenisation Via Temporal Redundancy Masking And Latent Inpainting

    Jun 4, 2026Kevin Dave, Sai Aditya Patkuri, Chhaya Kumar Das +3Visual TokenizersSpatio-Temporal Attention

    Phronetic AI · IISc Bangalore · IIT Bombay

  31. Linear Scaling Video VLMs for Long Video Understanding

    May 29, 2026Cristobal Eyzaguirre, Jiajun Wu, Juan Carlos NieblesLong-Video BenchmarksSpatio-Temporal Attention

    Stanford University

  32. Veda: Scalable Video Diffusion via Distilled Sparse Attention

    May 28, 2026Shihao Han, Hao Yang, Xinting Hu +3Video Diffusion ModelsDynamic Sparse Attention

    ByteDance Inc. · University of Science and Technology of China · The University of Hong Kong

  33. ORBIS: Output-Guided Token Reduction with Distribution-Aware Matching for Video Diffusion Acceleration

    May 21, 2026Hangyeol Lee, Joo-Young KimSpatio-Temporal AttentionSelf-Supervised Vision Transformers

    KAIST · Daejeon, South Korea

  34. RoPeSLR: 3D RoPE-driven Sparse-LowRank Attention for Efficient Diffusion Transformers

    May 20, 2026Yuxi Liu, Zekun Zhang, Yixiang Cai +3Diffusion TransformersDynamic Sparse Attention

    Peking University · University of Electronic Science and Technology of China · Beijing University of Posts and Telecommunications

  35. Attend Locally, Remember Linearly: Linear Attention as Cross-Frame Memory for Autoregressive Video Diffusion

    May 15, 2026Kunyang Li, Mubarak Shah, Yuzhang ShangAutoregressive Video Diffusion ModelsSpatio-Temporal Attention

    Institute of Artificial Intelligence, University of Central Florida

  36. Federated Client Selection under Partial Visibility: A POMDP Approach with Spatio-Temporal Attention

    May 12, 2026Qijun Hou, Yuchen Shi, Pingyi Fan +1Federated LearningPartially Observable Markov Decision Process

    Department of Electronic Engineering, BNRist, Tsinghua University, Beijing, China · Department of Electronic and Computer Engineering, Hong Kong University of Science and Technology, Hong Kong

  37. CaC: Advancing Video Reward Models via Hierarchical Spatiotemporal Concentrating

    May 12, 2026Jiyuan Wang, Huan Ouyang, Jiuzhou Lin +15Training-Free Video Anomaly DetectionDense Temporal Annotation

    BJTU · NTU · BUPT +1

  38. LIVEditor-14B: Lightning Unified Video Editing via In-Context Sparse Attention

    May 6, 2026Shitong Shao, Zikai Zhou, Haopeng Li +4Dynamic Sparse AttentionVideo Editing

    Hong Kong University of Science and Technology (GZ), Hong Kong · University of Arizona, USA

  39. PKS4\text{PKS}^4:Parallel Kinematic Selective State Space Scanners for Efficient Video Understanding

    Apr 29, 2026Lingjie Zeng, Hailun Zhang, Xiwen Wang +1Spatio-Temporal AttentionVision State Space Models

    College of Computer Science, Sichuan University Chengdu, China

  40. DynamicRad: Content-Adaptive Sparse Attention for Long Video Diffusion

    Apr 22, 2026Yongji Long, Shijun Liang, Jintao Li +1Video Diffusion ModelsSpatio-Temporal Attention

    University of Electronic Science and Technology of China · Shenzhen Institute for Advanced Study, UESTC · Computational Mathematics, Science, & Engineering at Michigan State University (MSU)

  41. Memorize When Needed: Decoupled Memory Control for Spatially Consistent Long-Horizon Video Generation

    Apr 20, 2026Yanjun Guo, Zhengqiang Zhang, Pengfei Wang +3Video GenerationSpatio-Temporal Attention

    The Hong Kong Polytechnic University · OPPO Research Institute

  42. Towards Long-Form Spatio-Temporal Video Grounding

    Feb 26, 2026Xin Gu, Bing Fan, Jiali Yao +5Video Temporal GroundingSpatio-Temporal Attention

    University of Chinese Academy of Sciences · 2UNT · Institute of Software Chinese Academy of Sciences +2

  43. Probing and Leveraging Video Diffusion Transformer Features for Robust Point Tracking

    Dec 23, 2025Soowon Son, Honggyu An, Jisu Nam +73D TrackingVideo Diffusion Models

    KAIST AI · Google DeepMind

  44. VRWKV-Editor: Reducing quadratic complexity in transformer-based video editing

    Sep 30, 2025Abdelilah Aitrouga, Youssef Hmamouche, Amal El Fallah SeghrouchniVideo EditingSpatio-Temporal Attention

    International Artificial Intelligence Center of Morocco University Mohammed VI Polytechnic Rabat, Morocco · Sorbonne University, LIP6 - UMR 7606 CNRS, France

  45. SSM Meets Video Diffusion Models: Efficient Long-Term Video Generation with Structured State Spaces

    Mar 12, 2024Yuta Oshima, Shohei Taniguchi, Masahiro Suzuki +1Video Diffusion ModelsInteractive Video Generation

    The University of Tokyo

  46. DiDA: Video Object Segmentation with Distillation Learning of Deformable Attention

    Jan 25, 2024Quang-Trung Truong, Duc Thanh Nguyen, Binh-Son Hua +1Video Object SegmentationSpatio-Temporal Attention

    Hong Kong University of Science and Technology · Deakin University · Trinity College Dublin