Long-Horizon Video Generation

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16 papers in the last four weeks, up 60% on the four weeks before. 0.2% of all new papers.

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  1. SGF+: Decoupling Gradient Flows for Autoregressive Video Generation

    Oct 7, 2026Zihan Su, Junhao Zhuang, Yaowei Li +10Autoregressive Video GenerationLong-Horizon Video Generation

    Tsinghua University · Joy Future Academy, JD · The Chinese University of Hong Kong

  2. Keepsake: Selective Spatial Memory for Long-Horizon Video Generation

    Oct 5, 2026Abdul Mohaimen Al Radi, Kunyang Li, Yuzhang Shang +2Camera-Controlled Video GenerationLong-Horizon Video Generation

    Institute of Artificial Intelligence, University of Central Florida

  3. HLA-WM: Hybrid Linear Attention for Long-Horizon Video World Models

    Oct 5, 2026Zhuokun Chen, Feng Chen, Xi Lin +4World Model LearningLong-Horizon Video Generation

    Monash University · The University of Adelaide · Zhejiang University

  4. PROWBench: Do Video Models Render What the Program Specifies?

    Oct 1, 2026Zheng-Hui Huang, Guixu Lin, Yu-Ju Tsai +6Long-Horizon Video GenerationControllable Video Generation

    Alaya Lab

  5. MosaiChunk: Compositing Spatio-Temporal Memory for Autoregressive Video Generation

    Oct 1, 2026Yiwen Zhang, Haocheng Xi, Michael Tian-Yue Liu +4Image-to-Video GenerationLong-Horizon Video Generation

    Cornell University · Impossible, Inc. · University of California, Berkeley +1

  6. Oneira: From Open-Ended Generation to Open-World Interaction in Video World Models

    Oct 1, 2026Xindi Yang, Baolu Li, Liam Lee +8Long-Horizon Video GenerationAction-Conditioned World Models

    Monash University · Dalian University of Technology · The Chinese University of Hong Kong, Shenzhen +2

  7. Enhancing Autoregressive Video Generation via Representation Adversarial Distillation

    Sep 30, 2026Fangyu Lin, Xingtong Ge, Lunjie Zhu +8Long-Horizon Video GenerationDiffusion Model Distillation

    The Hong Kong University of Science and Technology · Vivix Group Limited · Zhejiang University

  8. FrameMorrow: Future-guided Frame Selection with Prospective Tokens for Long-Horizon Video Generation

    Sep 30, 2026Bo Yin, Xiaobin Hu, Jiaqi Zhao +1Long-Horizon Video GenerationMemory-Augmented Video Generation

    National University of Singapore · Harbin Institute of Technology (Shenzhen)

  9. LongTake: Learning to Sustain Dynamics in Long-Horizon Video Generation

    Sep 29, 2026Byoungwoo Park, Jaemoo Choi, Juho Lee +1Video Diffusion ModelsLong-Horizon Video Generation

    KAIST · Georgia Tech

  10. Self-Aligned Forcing: Streaming Video Diffusion with Differentiable Noisy History

    Sep 29, 2026Weiqiang Wang, Zhuokun Chen, Yusheng Dai +5Long-Horizon Video GenerationStreaming Video Generation

    Monash University · Vivix AI · Lancaster University

  11. Rollout-Marginal Distillation for Long-Horizon Autoregressive Video Generation

    Sep 29, 2026Chenjian Gao, Zhihao Hu, Jianqi Ma +3Autoregressive DiffusionLong-Horizon Video Generation

    MMLab, The Chinese University of Hong Kong · Tencent AIPD

  12. Honeycomb: Constant-Size Scene Memory Representation for Video World Models

    Sep 29, 2026Jack Wei Lun Shi, Kaichen Zhou, Haoyu Chen +6Long-Horizon Video GenerationMemory-Augmented Video Generation

    National University of Singapore · Harvard University · MIT +1

  13. WorldPlay2: Extending Real-Time Interactive World Models in Control and Horizon

    Sep 28, 2026Haiyu Zhang, Wenqiang Sun, Tengfei Wang +5Long-Horizon Video GenerationWorld Models

  14. Geometry as Address: Routing Attention to Visual Memory for Long-Horizon Camera-Controlled Video Generation

    Sep 28, 2026Zesong Yang, Weikai Chen, Liyuan Cui +10Camera-Controlled Video GenerationLong-Horizon Video Generation

    State Key Laboratory of CAD&CG, Zhejiang University · LIGHTSPEED · HKUST(GZ)

  15. WorldAttention: An Efficient Attention Architecture for Interactive Video World Models

    Sep 28, 2026Zeyu Zhang, Jinyuan Mao, Dakai An +6Real-Time Interactive Video GenerationLong-Horizon Video Generation

    DAMO Academy, Alibaba Group · Zhejiang University · Hong Kong University of Science and Technology +2

  16. In-Flight KV Cache with Clean Anchors for Faster Autoregressive Video Diffusion

    Sep 26, 2026Yikai Wang, Xiao Han, Mengmeng Xu +9Long-Horizon Video GenerationDiffusion Model Caching

    Meta · S-Lab, Nanyang Technological University

  17. The Past Frames the Future: Memory for Autoregressive Video Generation

    Sep 23, 2026Harold Haodong Chen, Rongjin Guo, Disen Lan +22Long-Horizon Video GenerationMemory-Augmented Video Generation

    HKUST

  18. Recency Forcing: Bridging the Long-Horizon Gap in Autoregressive Video Generation

    Sep 17, 2026Tri Cao, Hung Nguyen, Phong Nguyen +1Long-Horizon Video GenerationKV-Cache Management

    Qualcomm AI Research

  19. World in World: Explore the World with World Models

    Sep 11, 2026Chenxi Song, Yanming Yang, Chi ZhangCamera-Controlled Video GenerationLong-Horizon Video Generation

    Westlake AGI Lab · AGI Lab, Westlake University

  20. OctWorld: Long-Range World-Consistent Video Generation with Octree-Based 3D Mapping

    Sep 3, 2026Zelong Lv, Sicheng Xu, Jianfeng Xiang +5Camera-Controlled Video GenerationVideo Diffusion Models

    University of Science and Technology of China · Microsoft Research Asia · Tsinghua University

  21. SolarWM: Open Data and Scalable Training for Long-Horizon Video World Models

    Sep 2, 2026Junchao Huang, Guian Fang, Shengju Qian +15Video World ModelsLong-Horizon Video Generation

    1CUHK-SZ · 2SLAI · 3NUS +6

  22. Matrix-Game 3.5: Enhancing Real-Time Streaming Interactive World Models with Patch Memory

    Aug 30, 2026Runjia Qian, Zile Wang, Jihai Zhang +14Camera-Controlled Video GenerationReal-Time Interactive Video Generation

    Riemann Dynamics

  23. CineForge: Self-Improving Agents for Long-Horizon Video Generation

    Aug 30, 2026Junxiang Liu, Lin Wang, Haiyu Shi +10Long-Horizon Video GenerationAgentic Video Generation

    Tongji University, Shanghai, China · Kuaishou Technology, Beijing, China · Fudan University, Shanghai, China

  24. Alaya-EVOKE: From Linear-Scaling Supervision to Endless World

    Aug 13, 2026Yuanyang Yin, Gongxuan Wang, Yifan Zhan +3Open-Ended GenerationLong-Horizon Video Generation

    MoE Key Lab of BIPC, USTC · Shanghai Innovation Institute · Alaya Lab

  25. AlayaWorld: Interactive Long-Horizon World Modeling - Full Technical Report (v1.1)

    Aug 13, 2026AlayaWorld Team, Kaipeng Zhang, Chuanhao Li +15Camera-Controlled Video GenerationLong-Horizon Video Generation

    Alaya Lab

  26. Context-Matched Distillation: Teacher Causality for Autoregressive Video Distillation

    Aug 13, 2026Hmrishav Bandyopadhyay, Xuanchi Ren, Zijian Huang +7Long-Horizon Video GenerationDiffusion Model Distillation

    NVIDIA · SketchX, CVSSP, University of Surrey

  27. Avatar-Forever: Decoupled Parallel Training for High-Quality Real-Time Infinite Avatars

    Aug 12, 2026Ruibin Li, Tao Yang, Zhiyuan Ma +3Audio-Video GenerationReal-Time Interactive Video Generation

    The Hong Kong Polytechnic University · ByteDance · AMD

  28. Stream Forcing: Constructing Unified Training Trajectory for Robust Streaming Video Generation

    Aug 11, 2026Yueting Zhu, Yuehao Song, Kaicheng Zhang +5Video Diffusion ModelsLong-Horizon Video Generation

    Huazhong University of Science & Technology · Anyverse Dynamics · Horizon Robotics

  29. Sekai2: From World Exploration to Interactive World Modeling

    Aug 10, 2026Kang He, Wenshuo Peng, Zihui Gao +3Camera-Controlled Video GenerationLong-Horizon Video Generation

    1Alaya Lab · 2Shanghai Innovation Institute · 3Wuhan University +1

  30. CosmosAlign: Adapting a World Foundation Model for Generative Traffic Video Forecasting

    Aug 7, 2026Quang Minh Dinh, Tuan Kiet DoanLong-Horizon Video GenerationVision Foundation Model Adaptation

    Simon Fraser University, Burnaby, BC, Canada · Institut Polytechnique de Paris, Palaiseau, France

  31. Addressable Memory for Video World Models

    Aug 7, 2026Xindi Wu, Sven Elflein, James Lucas +5KV CachingLong-Horizon Video Generation

    1NVIDIA · 2Princeton University · University of Toronto +1

  32. Vorch-Director: Interactive World Story Model via Noise-Aware Error Rectification

    Aug 6, 2026Lisai Zhang, Yidi Wu, Qi Liu +7Audio-Video GenerationLong-Horizon Video Generation

    1Vorch Team · 2Zhejiang University

  33. Vorch-Streamer: Extending Human Audio-Visual Generation to Real-Time Long-Form Streaming

    Aug 6, 2026Menglin Han, Yang Ding, Yulei Lu +6Text-to-Video GenerationLong-Horizon Video Generation

    Vorch Team · Tongji University · Harbin Institute of Technology, Shenzhen +1

  34. FreqForcing: Autoregressive Long Video Generation via Spectral Self-Anchoring

    Jul 29, 2026Jiatong Li, Leo Liang, Linghe Kong +1Video Diffusion ModelsAutoregressive Diffusion

    Shanghai Jiao Tong University · Tencent HY Team

  35. Mitigating Compounding Error via Video Representation Regularization

    Jul 29, 2026Taiye Chen, Qi Zhang, Yisen WangVideo Diffusion ModelsLong-Horizon Video Generation

    Peking University

  36. Visko Orbis 1.0: A Live Model for Real-Time Interactive Long Video Generation

    Jul 29, 2026Xiangbo Gao, Siyuan Yang, Ping He +12Physical Consistency in Video GenerationReal-Time Interactive Video Generation

  37. Wonder: Video World Model Done Better

    Jul 28, 2026Jiacong Xu, Hanwen Jiang, Zhixin Shu +3Camera-Controlled Video GenerationReal-Time Interactive Video Generation

    Adobe Research · Johns Hopkins University

  38. AptAvatar: Fast and Vivid Long-Form Audio-Driven Video Generation for Production-Ready Avatars

    Jul 27, 2026Hengyuan Zhang, Jingna Sun, Meiguang Jin +1Video Diffusion ModelsLong-Horizon Video Generation

    Alibaba Group, Taobao and Tmall Group

  39. Ms. Forcing: Efficient Streaming Video Generation with Multi-Scale Patchification and Attention

    Jul 23, 2026Zekun Li, Xiaoyan Cong, Hongyu Li +5Video Diffusion ModelsLong-Horizon Video Generation

    1Brown University · 2Massachusetts Institute of Technology · 3Meta

  40. StreamHOI: Interaction-aware Temporal Memory Adaptation for Streaming HOI Video Generation

    Jul 22, 2026Zejing Rao, Haoxian Zhang, Xiaoqiang Liu +5HOI GenerationLong-Horizon Video Generation

    National Cheng Kung University, Tainan, Taiwan

  41. ABot-World-0: Infinite Interactive World Rollout on a Single Desktop GPU

    Jul 21, 2026Fan Jiang, Zhaoxu Sun, Mengchao Wang +38Action-Conditioned Video GenerationLong-Horizon Video Generation

  42. 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

  43. AlayaWorld: Interactive Long-Horizon World Modeling -- Full Technical Report

    Jul 20, 2026AlayaWorld Team, Kaipeng Zhang, Chuanhao Li +15Video Diffusion ModelsReal-Time Interactive Video Generation

    Alaya Lab

  44. 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

  45. M4^\text{4}World: A Multi-view Multimodal Driving World Model for Interactive Object Manipulation and Minute-long Streaming

    Jul 15, 2026Ke Cheng, Hanqiao Ye, Lei Shi +8Multi-View Video GenerationLong-Horizon Video Generation

    1Meituan · Institute of Automation, Chinese Academy of Sciences · 3Beijing Institute of Technology

  46. 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

  47. OPSD-V: On-Policy Self-Distillation for Post-Training Few-Step Autoregressive Video Generators

    Jul 9, 2026Hongyu Liu, Chun Wang, Feng Gao +6Video Diffusion ModelsAutoregressive Diffusion

    Meituan · HKUST · City University of Hong Kong

  48. AlayaWorld: Long-Horizon and Playable Video World Generation

    Jul 7, 2026AlayaWorld Team, Kaipeng Zhang, Chuanhao Li +14Real-Time Interactive Video GenerationLong-Horizon Video Generation

    Alaya Lab

  49. Towards Memory-Efficient Autoregressive Video Generation via Instance-Specific Parametric Absorption

    Jul 1, 2026Xiaomeng Fu, Jia Li, Yiming Hu +5Long-Horizon Video GenerationStreaming Video Generation

    Institute of Information Engineering, Chinese Academy of Sciences · AMAP, Alibaba Group · The University of Hong Kong

  50. 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

  51. 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

  52. Walking in the Implicit: Interactive World Exploration via Neural Scene Representation

    Jun 29, 2026Zhiqi Li, Chengrui Dong, Zhenhua Du +6Camera-Conditioned Video GenerationLong-Horizon Video Generation

    Zhejiang University · Westlake University · Afari Intelligent Drive

  53. 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

  54. Directing the World: Fast Autoregressive Video Generation with Compositional Human-Camera Control

    Jun 26, 2026Haoyuan Wang, Yabo Chen, Haibin Huang +2Camera-Controlled Video GenerationLong-Horizon Video Generation

    Institute of Artificial Intelligence, China Telecom (TeleAI)

  55. Compression and Retrieval: Implicit Memory Retrieval for Video World Models

    Jun 22, 2026Zhan Peng, Jie Ma, Huiqiang Sun +6Long-Horizon Video GenerationMemory-Augmented Video Generation

    Huazhong University of Science and Technology, China · HUJING Digital Media & Entertainment Group, China · Sun Yat-sen University, China

  56. MaineCoon: Pursuing A Real-Time Audio-Visual Social World Model

    Jun 16, 2026Lichen Bai, Tianhao Zhang, Shitong Shao +14Audio-Video GenerationReal-Time Interactive Video Generation

    Catnip AI Team

  57. DreamX-World 1.0: A General-Purpose Interactive World Model

    Jun 15, 2026DreamX Team, Yancheng Bai, Rui Chen +20Camera-Controlled Video GenerationReal-Time Interactive Video Generation

    DreamX Team

  58. CausalMotion: Structured Physical Reasoning as Keyframe and Trajectory Guidance for Training-Free Video Generation

    Jun 12, 2026Sihan Zhuang, Xinyuan Chen, Tianfan Xue +1Physical Consistency in Video GenerationDiffusion Model Guidance

    Shanghai Artificial Intelligence Laboratory · ShanghaiTech University · Work done during an internship at Shanghai AI Laboratory. +1

  59. TetherCache: Stabilizing Autoregressive Long-Form Video Generation with Gated Recall and Trusted Alignment

    Jun 11, 2026Yu Meng, Xiangyang Luo, Letian Li +5Long-Horizon Video GenerationDiffusion Model Caching

    Tsinghua University · D-INFK, ETH Zürich

  60. WorldOlympiad: Can Your World Model Survive a Triathlon?

    Jun 9, 2026Yuke Zhao, Wangbo Zhao, Weijie Wang +8Physical Consistency in Video GenerationLong-Horizon Video Generation

    Zhejiang University · The Hong Kong University of Science and Technology · DAMO Academy, Alibaba Group +2