Spatial Tokens

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2 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

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  1. PrecipJEPA: JEPA-Regularized Future-State Prediction with Motion-Source Rendering for Precipitation Nowcasting

    Sep 30, 2026Yufeng Zhu, Dan Niu, Qiliang Wu +4Precipitation NowcastingS-Jepa

    Department of Automation, Southeast University, Nanjing 210096, China

  2. Video DeltaNet: A Video-Native Hybrid Attention for Livestream Video Generation

    Sep 17, 2026Haocheng Xi, Yiming Xie, Hexu Zhao +8Video Diffusion ModelsVideo Generation

    University of California, Berkeley · Impossible, Inc. · University of Texas at Austin

  3. Hyper-RED: Scalable Event Pre-training via Semantic Hypergraph Distillation

    Sep 15, 2026Meisen Wang, Zhiqiang Tian, Wei Bao +3Spatial TokensRepresentation Learning

    School of Software Engineering, Xi’an Jiaotong University, Xi’an 710049, China · National Key Laboratory of Human-Machine Hybrid Augmented Intelligence, National Engineering Research Center for Visual Information and Applications, and Institute of Artificial Intelligence and Robotics, Xi’an Jiaotong University, Xi’an 710049, China · BNRist, THUIBCS, BLBCI, School of Software, Tsinghua University, Beijing 100084, China +2

  4. Chain of Spatial Thoughts: Modality-Agnostic Spatial Grounding for Vision Language Models

    Aug 10, 2026Hunter Schofield, Mohammed Elmahgiubi, Mohammad Mahdavian +4Spatial ReasoningSpatial Grounding

    York University · Huawei Technologies Canada · University of Toronto

  5. Mixture-of-Thought-Tokens: Unifying Perception and Reasoning for Free-form Multimodal Grounding

    Jul 27, 2026Tianyi Gao, Han Fang, Tianyi Ding +9Multimodal ReasoningMultimodal Large Language Models

    State Key Laboratory of Human-Machine Hybrid Augmented Intelligence, Institute of Artificial Intelligence and Robotics, Xi’an Jiaotong University · Xingchen AGI Lab, China Telecom Artificial Intelligence Technology (Beijing) Co., Ltd · Beijing University of Posts and Telecommunications +2

  6. TRaM-VSR: Importance-Aware Token Routing and Merging for One-Step Diffusion Video Super-Resolution

    Jul 24, 2026Sicheng Gao, Zhuyun Zhou, Yixuan Liu +3Diffusion TransformersSpatial Tokens

    Advanced Micro Devices Inc. · Computer Vision Lab, CAIDAS & IFI, University of Würzburg

  7. STAC: Selective Spatiotemporal Aggregation and Compression for Video Reasoning Segmentation

    Jul 3, 2026Syed Ariff Syed Hesham, Yun Liu, Guolei Sun +4Spatial TokensToken Compression

    School of EEE, Nanyang Technological University, Singapore · Institute for Infocomm Research, A*STAR, Singapore · VCIP, CS, Nankai University, Tianjin, China +4

  8. VSANet: View-aware Sparse Attention Network for Light Field Image Denoising

    Jun 23, 2026Gargi Panda, Soumitra Kundu, Saumik Bhattacharya +1Sparse-ViewIterative Denoising Methods

    Department of EE, IIT Kharagpur, India · Rekhi Centre of Excellence for the Science of Happiness, IIT Kharagpur, India · Department of E&ECE, IIT Kharagpur, India

  9. Spatial-Aware Reduction Framework: Towards Efficient and Faithful Visual State Space Models

    Jun 18, 2026Jindi Lv, Aoyu Li, Yuhao Zhou +6Vision State Space ModelsSpatial Tokens

    Sichuan University · GigaAI · Tsinghua University

  10. MambaCount: Efficient Text-guided Open-vocabulary Object Counting with Spatial Sparse State Space Duality Block

    Jun 16, 2026Hao-Yuan Ma, Li Zhang, Minjie Qiang +1Vision State Space ModelsSpatial Tokens

    School of Computer Science and Technology, Soochow University, Suzhou, China

  11. WAM4D: Fast 4D World Action Model via Spatial Register Tokens

    Jun 12, 2026Ying Li, Xiaobao Wei, Jiajun Cao +10Efficient World-Action ModelFaster-Wam

    1Peking University · 2The Hong Kong University of Science and Technology · 3Beijing Innovation Center of Humanoid Robotics

  12. Positional Encodings Anchor Spatial Structure in Vision Transformers: A Geometric Perspective on Robustness

    May 28, 2026Mahmoud MannesPositional EncodingVision Transformer

    ESSTHS

  13. TrajTok: Adaptive Spatial Tokenization for Trajectory Representation Learning

    May 19, 2026Zhen Xiong, Shang-Ling Hsu, Cyrus ShahabiSpatial TokensTraccia

    University of Southern California

  14. UniRefiner: Teaching Pre-trained ViTs to Self-Dispose Dross via Contrastive Register

    May 19, 2026Congpei Qiu, Zhaoyu Hu, Wei Ke +3Self-Supervised Vision TransformersVision Transformer

    Xi’an Jiaotong University, School of Software Engineering · Harbin Institute of Technology (Shenzhen) · Shenzhen Loop Area Institute +1

  15. EventPrune: Cascaded Event-Assisted Token Pruning for Efficient First-Person Dynamic Spatial Reasoning

    May 19, 2026Pengtao Ma, Ziliang Zhou, Ciyu Ruan +7Spatial TokensVisual Token Pruning

    Shenzhen International Graduate School, Tsinghua University · Harbin Institute of Technology · Tsinghua University +1

  16. Resolving Representation Ambiguity in Feedforward Novel View Synthesis Transformer via Semantic-Spatial Decoupling

    May 18, 2026Yihang Wu, Yihang Sun, Shaofeng Zhang +4Novel View SynthesisSpatial Tokens

    Institute of Trustworthy Embodied Artificial Intelligence (TEAI), Fudan University · 3Sch. of Artificial Intelligence & Sch. of Computer Science, Shanghai Jiao Tong University · University of Science and Technology of China +1

  17. Representative Attention For Vision Transformers

    May 14, 2026Yuntong Li, Hainuo Wang, Hengxing Liu +2Self-Supervised Vision TransformersVision Transformer

    College of Intelligence and Computing, Tianjin University, Tianjin 300350, China

  18. Uncertainty-Aware Token Importance Estimation in Spiking Transformers

    May 10, 2026Wenxuan Liu, Zecheng Hao, Tong Bu +2Spatial TokensTransformer Architectures

    School of Computer Science, Peking University · School of Computer Science, Peking University. · Institute for Artificial Intelligence, Peking University +2

  19. SARA: Semantically Adaptive Relational Alignment for Video Diffusion Models

    May 8, 2026Jiesong Lian, Zixiang Zhou, Ruizhe Zhong +6Video Diffusion ModelsHierarchical Semantic Alignment

    1Huazhong University of Science and Technology · 2Tencent Hunyuan · 3Shanghai Jiao Tong University +1

  20. Not All Tokens Need 40 Steps: Heterogeneous Step Allocation in Diffusion Transformers for Efficient Video Generation

    May 7, 2026Ernie Chu, Vishal M. PatelDiffusion TransformersSpatial Tokens

    Johns Hopkins University Baltimore, MD 21218

  21. Vision SmolMamba: Spike-Guided Token Pruning for Energy-Efficient Spiking State-Space Vision Models

    Apr 28, 2026Dewei Bai, Hongxiang Peng, Yunyun Zeng +3Self-Supervised Vision TransformersVisual Token Pruning

    School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu 610054, China · College of Computer Science, Sichuan University, Chengdu 610065, China

  22. ST-Prune: Training-Free Spatio-Temporal Token Pruning for Vision-Language Models in Autonomous Driving

    Apr 21, 2026Lin Sha, Haiyun Guo, Tao Wang +4Visual Token PruningAutonomous Driving

    School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing 100049, China · Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China · Carizon, Beijing 100094, China

  23. Revisiting Token Compression for Accelerating ViT-based Sparse Multi-View 3D Object Detectors

    Apr 16, 2026Mingqian Ji, Shanshan Zhang, Jian Yang3D Object DetectionSelf-Supervised Vision Transformers

    PCA Lab, School of Computer Science and Engineering, Nanjing University of Science and Technology · PCA Lab, School of Intelligence Science and Technology, Nanjing University

  24. History-Conditioned Spatio-Temporal Visual Token Pruning for Efficient Vision-Language Navigation

    Mar 6, 2026Qitong Wang, Yijun Liang, Ming Li +2Vision-Language NavigationVisual Token Pruning

    Department of Computer and Information Sciences at the University of Delaware, Newark, DE 19711, USA · University of Maryland’s Department of Computer Science, College Park, MD 20742, USA · Mohamed bin Zayed University of Artificial Intelligence, Masdar City, Abu Dhabi 7909, UAE

  25. Spiking Patches: Asynchronous, Sparse, and Efficient Tokens for Event Cameras

    Oct 30, 2025Christoffer Koo Øhrstrøm, Ronja Güldenring, Lazaros NalpantidisSpatial TokensFine-Grained Video Understanding

    Technical University of Denmark