Temporal Consistency in Video Generation

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30 papers in the last four weeks, up 275% on the four weeks before. 0.3% of all new papers.

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  1. FlexComposer: Unified Video Compositing from Images to Dynamic Footage with Flexible Trajectory Control

    Jul 31, 2026Songchun Zhang, Sitong Guo, Xianghao Kong +4Video EditingControllable Video Generation

    HKUST · ZJU · CUHK +1

  2. Temporal Concentration from Rollout Errors: Implicit Preference Optimization for Text-to-Video Diffusion

    Jul 30, 2026Henglin Liu, Fangyuan Kong, Jing Wang +7Diffusion Model AlignmentVideo Diffusion Models

    Tsinghua University · Kling Team, Kuaishou Technology · Sun Yat-sen University

  3. LeapTalk: Breaking the Latency-Quality Trade-off in Talking Head Generation

    Jul 29, 2026Rongxiang Zhang, Songhua LiuAudio-Video GenerationDiffusion Model Distillation

    School of Artificial Intelligence, Shanghai Jiao Tong University · 2Harbin Institute of Technology

  4. TPD: Temporal Prior Decoupling for Text-to-Video Diffusion Models

    Jul 29, 2026Taewon Kang, Matthias ZwickerDiffusion Model GuidanceVideo Diffusion Models

    University of Maryland at College Park, United States

  5. OmniMate: Open-Ended Real-Time Streaming Audio-Visual Generation for Interactive Avatars

    Jul 25, 2026Quanyue Song, Yishan He, Yanbo Ding +4Audio-Video GenerationReal-Time Interactive Video Generation

    State Key Laboratory of Human-Machine Hybrid Augmented Intelligence, Institute of Artificial Intelligence and Robotics, Xi’an Jiaotong University, China · China Telecom Artificial Intelligence Technology (Beijing) Co., Ltd., China · Shenzhen Key Laboratory of Computer Vision and Pattern Recognition, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China

  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 TransformerVideo Super-Resolution

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

  7. Closing the Loop: Training-Free Revisit Consistency for Autoregressive Generative Rendering

    Jul 23, 2026Wenchao Ma, Changran Liu, Sharon X. Huang +1Memory-Augmented Video GenerationAutoregressive Video Generation

    Roblox · The Pennsylvania State University

  8. Adaptive Identity Anchoring: Closed-Loop Keyframe Placement for Synthetic Paired Supervision in Video Face Swapping

    Jul 23, 2026Logan RobbinsSynthetic Data AugmentationTemporal Consistency in Video Generation

    Independent researcher.

  9. Self Gradient Forcing: Native Long Video Extrapolation

    Jul 22, 2026Junhao Zhuang, Shiyi Zhang, Yuxuan Bian +11Video Diffusion ModelsAutoregressive Diffusion

    Joy Future Academy, JD

  10. OSVE: One Step Video Editing with One Step Diffusion Models

    Jul 22, 2026Habin Lim, Gyeong-Moon ParkVideo EditingInstruction-Based Video Editing

    Korea University, Seoul, Republic of Korea

  11. FilmWorld: Agentic Novel-to-Film Generation through Dynamic Cinematic World Modeling

    Jul 21, 2026Jialong Zuo, Haotong Zuo, Shiwei Zhang +5Text-to-Video GenerationLong Video Generation

    1Huazhong University of Science and Technology · 2Wan Team, Alibaba Group

  12. Surprise Forcing: What to Remember, When to Skip in Long Video Generation

    Jul 20, 2026Shuwei Shi, Zhen Li, Muyao Niu +4Long-Horizon Video GenerationMemory-Augmented Video Generation

    Alaya Lab · The University of Tokyo

  13. Keyframe-Anchored Identity Preservation for Sequential-Action Video Generation

    Jul 20, 2026Zhenjie Liu, Binyan Chen, Hao Chen +2Action-Conditioned Video GenerationText-to-Video Generation

    University of Science and Technology of China Hefei, China

  14. ShotPlan: Cinematic Video Generation with Learnable Planning Token

    Jul 20, 2026Su Guo, Guangce Liu, Haosen Yang +7Video Diffusion ModelsVideo Generation

    Institute of Artificial Intelligence (TeleAI), China Telecom · Harbin Institute of Technology

  15. Test-Time Noise Guided Adaptation for Realistic Autoregressive Video Generation

    Jul 17, 2026Dimitrios Karageorgiou, Symeon Papadopoulos, Ioannis Kompatsiaris +1Diffusion Model GuidanceVideo Diffusion Models

    Information Technologies Institute, CERTH, Thessaloniki, Greece · University of Amsterdam, Amsterdam, The Netherlands

  16. Hallo4D: Multi-Modal Hallucination Mitigation for Consistent Spatio-Temporal Generation

    Jul 14, 2026Hongbo Wang, Huaibo Huang, Jie Cao +3Multi-View Consistency3D Scene Generation

    MAIS&NLPR, Institute of Automation, Chinese Academy of Science, Beijing, 100190, China · University of Chinese Academy of Sciences, Beijing, 101408, China · Shanghaitech University, Shanghai, 201210, China

  17. The GEST-Engine: From Event Graphs to Synthetic Video. A Full Technical Report

    Jul 14, 2026Nicolae Cudlenco, Mihai Masala, Marius LeordeanuGraph GenerationVideo Generation

    Institute of Mathematics of the Romanian Academy, Bucharest, Romania · Büchi Labortechnik AG, Flawil, Switzerland · National University of Science and Technology Politehnica Bucharest, Romania

  18. Cycle-World: Mitigating Error Accumulation in Long-term Video World Models via Reverse-Prediction Cycle Consistency

    Jul 13, 2026Zihan Su, Teng Hu, Jiangning Zhang +4Video Diffusion ModelsLong-Horizon Video Generation

    School of Computer Science, Shanghai Jiao Tong University, Shanghai, China · Institute of Cyber-Systems and Control, Zhejiang University, Hangzhou, China · Nanyang Technological University, Singapore

  19. Wan-Dancer: A Hierarchical Framework for Minute-scale Coherent Music-to-Dance Generation

    Jul 10, 2026Mingyang Huang, Peng Zhang, Li Hu +2Video Diffusion ModelsLong Video Generation

    Tongyi Lab, Alibaba Group

  20. SAGA: Stable Acceleration Guidance for Autoregressive Video Generation

    Jul 9, 2026Thanh-Nhan Vo, Trong-Thuan Nguyen, Trung-Hoang Le +2Video Diffusion ModelsAutoregressive Diffusion

    University of Science, VNU-HCM, Vietnam · Vietnam National University, Ho Chi Minh City, Vietnam · University of Dayton, U.S.A.

  21. LightCrafter: PBR-Conditioned Video Diffusion Refinement for Controllable and Consistent Relighting

    Jul 9, 2026Zixin Guo, Yehonathan Litman, Yifeng He +3Physical Consistency in Video GenerationVideo Diffusion Models

    Carnegie Mellon University · University of Toronto · Bosch Research

  22. Unlocking Temporal Generalization in Hamiltonian Video Dynamics Models

    Jul 8, 2026Eli Laird, Corey ClarkPhysical Consistency in Video GenerationLatent Dynamics Modeling

    Department of Computer Science, Southern Methodist University, Dallas, TX, USA

  23. Prompt-Adapter Context Routing for Parameter-Efficient Multi-Shot Long Video Extrapolation

    Jul 7, 2026Anna Córdoba, Adam Puente Tercero, Nerea Angulo Hijo +4Video Diffusion ModelsVideo Prediction

    Instituto de Investigación en Visión Artificial

  24. DriveWeaver: Point-Conditioned Video Inpainting for Controllable Vehicle Insertion in Autonomous Driving Simulation

    Jun 30, 2026Junzhe Jiang, Zipei Ma, Zijie Pan +1Synthetic Data AugmentationAutonomous Driving

    School of Data Science, Fudan University · Shanghai Innovation Institute

  25. MemLearner: Learning to Query Context memory for Video World Models

    Jun 30, 2026Jiwen Yu, Jianxiong Gao, Jianhong Bai +7Action-Conditioned Video GenerationLong-Horizon Video Generation

    The University of Hong Kong · ‡Work done during an internship at Kling Team, Kuaishou Technology. · Fudan University +2

  26. InfiniVerse: Occupancy Guided Unbounded Scene Generation for Autonomous Driving

    Jun 30, 2026Xiaoyu Ye, Leheng Li, Xinyu Ji +8Long-Horizon Video Generation3D Scene Generation

    The Chinese University of Hong Kong, Shenzhen · The Hong Kong University of Science and Technolody(Guangzhou) · Nanyang Technological University +2

  27. HorizonRelight: Relighting Long-horizon Videos Consistently via Diffusion Transformers

    Jun 27, 2026Jing Yang, Mayoore Jaiswal, Zian Wang +4Video EditingTemporal Consistency in Video Generation

    NVIDIA · University of Southern California

  28. ViPSim: Collaborating Visual and Parameter Spaces for Consistent Long-Horizon Embodied World Models

    Jun 27, 2026Longyu Chen, Heng Li, Wei Yang +2Action-Conditioned Video GenerationWorld Models for Robotics

    Huawei Technologies Co., Ltd. · Huazhong University of Science and Technology

  29. TempAct: Advancing Temporal Plausibility in Autoregressive Video Generation via Planner-Executor RL

    Jun 26, 2026Jing Wang, Xiangxin Zhou, Jiajun Liang +5Autoregressive DiffusionRL for Video Generation

    Shenzhen Campus of Sun Yat-Sen University · Tencent Hunyuan · Tsinghua University +2

  30. RayPE: Ray-Space Positional Encoding for 3D-Aware Video Generation

    Jun 25, 2026Minghao Yin, Jiahao Lu, Wenbo Hu +3Camera-Controlled Video GenerationDiffusion Transformer

    1The University of Hong Kong · 2The Hong Kong University of Science and Technology · 3ARC Lab, Tencent