Video Joint Embedding Predictive Architecture

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6 papers in the last four weeks, against 1 the four weeks before. 0.1% of all new papers.

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  1. Latent JEPA: Abstract Future Prediction for Latent Reasoning in Chemistry

    Oct 1, 2026Xinjian Zhao, Yaoyao Xu, Xuemin Chen +2ChemistryEfficient Latent Reasoning

    School of Data Science, The Chinese University of Hong Kong, Shenzhen · Shanghai Artificial Intelligence Laboratory

  2. V-JEPA Policy: Building Effective World-Action Models on Predictive Visual Latents

    Sep 29, 2026Yang Zhang, Jiangyuan Zhao, Chenyou Fan +4Video Joint Embedding Predictive ArchitectureRecent World-Action Models

    Tsinghua University · Shanghai Jiao Tong University · Fudan University +4

  3. Underwater C3-JEPA: An Object-Centric Cross-View World Model for ROV Salvage

    Sep 24, 2026Yuncong Yang, Jinlong Li, Yulong Xue +4UnderwaterUnderwater Object Detection

    Underwater Engineering Institute, Shanghai Jiao Tong University, Shanghai 200240, China

  4. A Hybrid CNN--State-Space--Attention Backbone with Joint-Embedding Predictive Pretraining for 12-Lead ECG Classification

    Sep 24, 2026Yakoub Bazi, Sarah Aljuhani, Mohamad M. Al Rahhal +2Electrocardiogram ClassificationVideo Joint Embedding Predictive Architecture

    Computer Engineering Department, College of Computer and Information Sciences, King Saud University, Riyadh, 11543, Saudi Arabia · Applied Computer Science Department, College of Applied Computer Science, King Saud University, Riyadh, 11543, Saudi Arabia

  5. MotionJEPA: Preventing Temporal Feature Collapse by Capturing Visual Changes in Latent Space

    Sep 20, 2026Markus Karmann, Shile Li, Christian Internò +10Video Joint Embedding Predictive ArchitectureS-Jepa

    University of Oxford · vivo Tech Research GmbH · Bielefeld University +5

  6. Unifying Semantic Priors and High-Frequency Traces: Enhancing V-JEPA with Mixture-of-Experts for Robust Synthetic Image Forensics

    Sep 15, 2026Simone Teglia, Irene AmeriniDeepfake DetectionMultimedia Forensics

    Sapienza University of Rome

  7. Which Pretext Task Transfers? Self-Supervised Pretraining Objectives for Lung Ultrasound

    Sep 15, 2026Moein Heidari, Junbo Rao, Jai Choraria +3UltrasoundSelf-Supervised Learning

    University of British Columbia, Vancouver, BC, Canada · Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA

  8. JEPLO: Joint-Embedding Predictive Learning for LiDAR-Based Legged Locomotion

    Sep 14, 2026Qihao Yuan, Yixuan Qiu, Ziyu Cao +2Agile LocomotionRobotic Perception

    Faculty of Science and Engineering, University of Groningen, The Netherlands · Department of Electrical Engineering, Linköping University, Sweden

  9. UniJEPA: A Unified Joint-Embedding Predictive Architecture for Task-Agnostic Visual World Modeling

    Aug 7, 2026An Lanji, Dawei Liu, Jin Li +3Video Joint Embedding Predictive ArchitectureJoint-Embedding Predictive Architectures

    University of Electronic Science and Technology of China, Chengdu, China.

  10. Asleep at the Wheel: JEPA's Limitations in Evaluating Novel Driving Data

    Aug 2, 2026Advait Pavuluri, Shamik Karkhanis, Uzma MushtaqueNaturalistic Driving DataVideo Joint Embedding Predictive Architecture

    Rensselaer Polytechnic Institute, Troy, NY, USA

  11. FactorJEPA: Factorizing Monolithic Futures into Layout-Agent-Interaction Channels for Crowded and Chaotic Global South Urban Worlds

    Aug 2, 2026Kapil Wanaskar, Gaytri Jena, Aman Chadha +3Video Joint Embedding Predictive ArchitectureJoint-Embedding Predictive Architectures

    San Jose State University, USA · UC Berkeley, USA · Apple, USA +3

  12. Auto-JEPA: A Latent World Model of Continuous Intent for End-to-End Autonomous Driving

    Jul 31, 2026Jiwei Yang, Zhengxian Chen, Chaosheng Huang +1Autonomous DrivingVideo Joint Embedding Predictive Architecture

    School of Vehicle and Mobility, Tsinghua University · 2State Key Laboratory of Intelligent Green Vehicle and Mobility, Tsinghua University

  13. One Future, Every Robot: Label-Efficient Collective-State Prediction with Decentralized JEPA

    Jul 30, 2026Alan-Barsag Gazzaev, Alexey Gavrilov, Sergey MuravyovNext-State PredictionVideo Joint Embedding Predictive Architecture

    ITMO University, Saint Petersburg, Russia.

  14. Rad-JEPA 3D: Radiology Joint-Embedding Predictive Model for 3D Computed Tomography

    Jul 28, 2026Quoc-Huy Trinh, Minh-Van Nguyen, Ulas Bagci3D Medical Image SegmentationCone-Beam Computed Tomography

    Northwestern University · Technical University of Denmark

  15. Temporal-Distance JEPA: Plan-Aware Representation Learning for Latent World Model Predictive Control

    Jul 28, 2026Jiaxin Bai, Jiaxuan XiongLow-Latency Latent PlanningVideo Joint Embedding Predictive Architecture

    Hong Kong Baptist University Hong Kong, China

  16. HPC-Enabled Video-based Coastal Wave Parameter Estimation Using V-JEPA and Deep Spatiotemporal Learning

    Jul 13, 2026Abubakar Hamisu Kamagata, Dharm Singh Jat, Attlee Munyaradzi Gamundani +3WaveletsSpatiotemporal Representations

    Department of Computer Science Namibia University of Science and Technology Windhoek, Namibia · Department of Cybersecurity Namibia University of Science and Technology Windhoek, Namibia · Namdeb Diamond Corporation Windhoek, Namibia +2

  17. STST-JEPA: Shallow-Target Spatio-Temporal Joint Embedding Prediction Architecture For EEG Self-Supervised Learning

    Jul 7, 2026Roy Segal, Yoni Svechinsky, Tomer FeketeBrain AgeElectroencephalography

  18. Hierarchical Self-Supervised Representation Learning Framework for Multivariate Time Series Grounded in ECG Analysis

    Jul 1, 2026Siwon KimVideo Joint Embedding Predictive ArchitectureMultivariate Time-Series

    Research Institute of Basic Sciences, Seoul National University, Seoul, Korea

  19. Delta-JEPA: Learning Action-Sensitive World Models via Latent Difference Decoding

    Jun 30, 2026Zhenghao Zhang, Yuanxiang Wang, Zhenyu Guan +11Latent World ModelsVideo Joint Embedding Predictive Architecture

    School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing · Institute of Information Engineering, Chinese Academy of Sciences, Beijing · School of Computer Science and Technology, Harbin Institute of Technology, Weihai +2

  20. MJEPA: A Simple and Scalable Joint-Embedding Predictive Architecture for Audio-Visual Learning

    Jun 23, 2026Revant Teotia, Adrien Bardes, Michael Rabbat +3Video Joint Embedding Predictive ArchitectureAudio-Visual Reasoning

    1FAIR at Meta · 2New York University

  21. P-JEPA: Procedural Video Representation Learning via Joint Embedding Predictive Architecture

    Jun 22, 2026Felix Tristram, Stefano Gasperini, Benjamin Killeen +4Video Joint Embedding Predictive ArchitectureJoint-Embedding Predictive Architectures

    Technical University of Munich Munich Center for Machine Learning · Carl Zeiss AG · Carl Zeiss AG[cs.CV]

  22. TAP-JEPA: Frozen Future-Latent Probing and Two-Stage Score Fusion for EPIC-KITCHENS-100 Action Anticipation

    May 30, 2026Chaoyang Wang, Lexuan XuVideo Joint Embedding Predictive ArchitectureAction Prediction

    Beihang University

  23. JFAA: Technical Report for the EPIC-KITCHENS-100 Action Anticipation Challenge at EgoVis 2026

    May 20, 2026Qiaohui Chu, Haoyu Zhang, Yisen Feng +4Action PredictionVideo Joint Embedding Predictive Architecture

    Harbin Institute of Technology (Shenzhen) · Pengcheng Laboratory · Shandong Jianzhu University

  24. VISTA: Technical Report for the Ego4D Short-Term Object Interaction Anticipation at EgoVis 2026

    May 20, 2026Qiaohui Chu, Haoyu Zhang, Yisen Feng +4Temporal Action LocalizationVideo Joint Embedding Predictive Architecture

    Harbin Institute of Technology (Shenzhen) · Pengcheng Laboratory · Shandong Jianzhu University

  25. Factorized Latent Dynamics for Video JEPA: An Empirical Study of Auxiliary Objectives

    May 16, 2026Santosh PremiVideo Joint Embedding Predictive ArchitectureJoint-Embedding Predictive Architectures

  26. Latent Video Prediction for World Modeling: An Evaluation Uncovering Intriguing Favorable Evidence

    May 15, 2026Ali J Alrasheed, Aryan Yazdan Parast, Basim Azam +2Future Video PredictionVideo Foundation Models

    The University of Melbourne · Monash University

  27. Drive-JEPA: Video JEPA Meets Multimodal Trajectory Distillation for End-to-End Driving

    Jan 29, 2026Linhan Wang, Zichong Yang, Chen Bai +6Causality-Aware End-To-End Autonomous DrivingAutonomous Driving

    Virginia Tech · Purdue University · XPENG Motors +1

  28. Spatiotemporal Semantic V2X Framework for Cooperative Collision Prediction

    Jan 23, 2026Murat Arda Onsu, Poonam Lohan, Burak Kantarci +3V2XCollision Prediction

    School of Electrical Engineering and Computer Science, University of Ottawa, Ottawa, ON, Canada. · Nokia Bell Labs, 600 March Road, Kanata, ON K2K 2E6, Canada.