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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Latest papers 107

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FadeMem: Distance-Aware Memory Consolidation for Autoregressive Video Diffusion
Jun 9, 2026Yu Lu, Junjie Yang, Piotr Koniusz +2KV Caching Long-Horizon Video Generation
Zhejiang University · University of New South Wales (UNSW) · Data61/CSIRO +1
BiWM: Advancing Open-Source Interactive Video World Models with Bidirectional Autoregression
Jun 8, 2026Shaohao Rui, Xiaofeng Mao, Zhanyu Zhang +5Action-Conditioned Video Generation Camera-Controlled Video Generation
LynnReal AI · Shanghai Innovation Institute · Shanghai Jiao Tong University +1
Steady-Forcing: Balancing Spatial Persistence and Motion Continuity in Long-Horizon Nature Video Diffusion
Jun 2, 2026Matiur Rahman Minar, Seunghun Oh, GangHyeon Jeong +1Physical Consistency in Video Generation Long-Horizon Video Generation
Department of Computer Science and Engineering Sogang University Seoul, Korea · Department of Artifical Intelligence Sogang University Seoul, Korea
Retrieve What's Missing: Coverage-Maximizing Retrieval for Consistent Long Video Generation
Jun 1, 2026Minseok Joo, Dogyun Park, Taehoon Lee +2Long-Horizon Video Generation Memory-Augmented Video Generation
Korea University · KAIST
Towards Interactive Video World Modeling: Frontiers, Challenges, Benchmarks, and Future Trends
May 31, 2026Jiuming Liu, Chaojun Ni, Mengmeng Liu +7Action-Conditioned Video Generation Long-Horizon Video Generation
Department of Engineering, University of Cambridge, U.K. · Peking University, China · University of Twente, Netherlands +4
Coarse-to-Fine Compositional Diffusion for Long-Horizon Planning
May 30, 2026Byoungwoo Park, Utkarsh A. Mishra, Jaemoo Choi +2Diffusion-Based Planning Long-Horizon Video Generation
KAIST
MBench: A Comprehensive Benchmark on Memory Capability for Video World Models
May 30, 2026Shengjun Zhang, Zhang Zhang, Simin Huang +11Long-Horizon Video Generation World Model Evaluation
1Tsinghua University · 2WeChat Vision, Tecent Inc. · 3Peking University
TunerDiT: Training-free Progressive Steering of Diffusion Transformer for Multi-Event Video Generation
May 29, 2026Ruotong Liao, Guowen Huang, Qing Cheng +6Diffusion Transformer Text-to-Video Generation
Ludwig Maximilian University of Munich · MCML · Technical University of Munich +2
DecMem: Towards Minute-Long Consistent World Generation with Decoupled Memory
May 29, 2026Zhenhao Yang, Xiaoshi Wu, Zhengyao Lv +5Long-Horizon Video Generation Memory-Augmented Video Generation
1The University of Hong Kong · *Work done during an internship at Kling Team, Kuaishou Tech. · 2Kling Team, Kuaishou Technology
LVSA: Training-Free Sparse Attention for Long Video Diffusion
May 29, 2026Gael Glorian, Ioannis Lamprou, Zhen Zhang +2Video Diffusion Models Long-Horizon Video Generation
Distributed Parallel Technology Laboratory, Paris Research Center, Huawei Technologies France · AI Framework and Data Technology Lab, Huawei Technologies Co., Ltd.
SlotMemory: Object-Centric KV Memory for Streaming Long-Video Generation
May 29, 2026Weijia Dou, Hui Li, Jiahao Cui +3Video Diffusion Models Long-Horizon Video Generation
Fudan University · Meta Superintelligence Labs · Baidu
Robust Dreamer: Deviation-Aware Latent Gaussian Memory for Action-Controlled AR Video Generation
May 29, 2026Hanlin Chen, Jiaxin Wei, Xibin Song +5Action-Conditioned Video Generation Long-Horizon Video Generation
School of Computing, National University of Singapore · Technische Universität München · Vertex Lab +1
VideoMLA: Low-Rank Latent KV Cache for Minute-Scale Autoregressive Video Diffusion
May 28, 2026Hidir Yesiltepe, Jiazhen Hu, Tuna Han Salih Meral +4Video Diffusion Models Self-Attention
1Virginia Tech · 2fal
Future Forcing: Future-aware Training-free KV Cache Policy for Autoregressive Video Generation
May 28, 2026Jiayi Luo, Qiyan Liu, Tengyang Wang +8KV Caching Long-Horizon Video Generation
BUAA · ZGCA · PKU +3
LongAV-Compass: Towards Unified Evaluation of Minute-Scale Audio-Visual Generation Across T2AV, I2AV, and V2AV
May 25, 2026Tengfei Liu, Yang Shi, Xuanyu Zhu +17Audio-Video Generation Long-Horizon Video Generation
Peking University · Kling Team · Nanjing University +6
AnyScene: Towards Highly Controllable Driving Scene Generation at Anywhere and Beyond
May 25, 2026Haiming Zhang, Junfei Zhou, Feng Jiang +6Long-Horizon Video Generation 3D Scene Generation
Li Auto · Southwest Jiaotong University · Tsinghua University
StreamChar: Long-Horizon Streaming Character Audio-Video Generation with Decoupled Orchestration
May 25, 2026Linrui Tian, Qi Wang, Bang ZhangAudio-Video Generation Long-Horizon Video Generation
Tongyi Lab, Alibaba Group
Teaching Video Generators to Remember: Eliciting Dynamic Memory for Out-of-Sight State Evolution
May 25, 2026Tianshuo Xu, Yichen Xie, Depu Meng +5Video Diffusion Models Long-Horizon Video Generation
Applied Intuition · University of California, Berkeley
X-Foresight: A Joint Vision-Action Causal Forecasting Network via Predictive World Modeling
May 24, 2026Baolu Li, Jingyu Qian, Rui Guo +17World Model Learning Long-Horizon Video Generation
Victor · PWM Team, XPeng Inc.
DySink: Dynamic Frame Sinks for Autoregressive Long Video Generation
May 20, 2026Bo Ye, Xinyu Cui, Jian Zhao +2Long-Horizon Video Generation Memory-Augmented Video Generation
School of Computer Science and Engineering, Southeast University · Key Lab. of Computer Network and Information Integration, Southeast University · Southeast University +3
Goodbye Drift: Anchored Tree Sampling for Long-Horizon Video-to-Video Generation
May 19, 2026Matthew Bendel, Stephen W. Bailey, Mithilesh Vaidya +2Video-Reference Video Generation Long-Horizon Video Generation
Descript, Inc.
Advancing Narrative Long Video Generation via Training-Free Identity-Aware Memory
May 18, 2026Jinzhuo Liu, Jiangning Zhang, Wencan Jiang +5Long-Horizon Video Generation Memory-Augmented Video Generation
Zhejiang University · Tencent Youtu Lab · Huazhong University of Science and Technology +1
Incantation: Natural Language as the Action Interface for Multi-Entity Video World Models
May 18, 2026Shangwen Zhu, Qianyu Peng, Zhao Pu +12Action-Conditioned Video Generation Long-Horizon Video Generation
1SJTU · 8HKU · 3Matrix Team +6
Nano World Models: A Minimalist Implementation of Future Video Prediction
May 17, 2026Siqiao Huang, Partha Kaushik, Michael Chen +5Action-Conditioned Video Generation Long-Horizon Video Generation
Tsinghua University · Carnegie Mellon University · University of Bristol +2
Soap2Soap: Long Cinematic Video Remaking via Multi-Agent Collaboration
May 17, 2026Yiren Song, Huilin Zhong, Kevin Qinghong Lin +2Video-Reference Video Generation Long-Horizon Video Generation
Show Lab, National University of Singapore · University of Oxford · Lovart AI
AtlasVid: Efficient Ultra-High-Resolution Long Video Generation via Decoupled Global-Local Modeling
May 15, 2026Ziyang Mai, Yuyao Zhang, Yu-Wing TaiVideo Diffusion Models Long-Horizon Video Generation
Dartmouth College
Echo-Forcing: A Scene Memory Framework for Interactive Long Video Generation
May 15, 2026Mingqiang Wu, Weilun Feng, Zhefeng Zhang +8Video Diffusion Models Long-Horizon Video Generation
State Key Laboratory of AI Safety, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China · University of Chinese Academy of Sciences, Beijing, China · China University of Mining & Technology, Beijing +3
EntityBench: Towards Entity-Consistent Long-Range Multi-Shot Video Generation
May 14, 2026Ruozhen He, Meng Wei, Ziyan Yang +1Long-Horizon Video Generation Memory-Augmented Video Generation
ByteDance · Rice University · ByteDance Seed
RAVEN: Real-time Autoregressive Video Extrapolation with Consistency-model GRPO
May 14, 2026Yanzuo Lu, Ronglai Zuo, Jiankang DengAutoregressive Diffusion Long-Horizon Video Generation
Imperial College London
SANA-WM: Efficient Minute-Scale World Modeling with Hybrid Linear Diffusion Transformer
May 14, 2026Haoyi Zhu, Haozhe Liu, Yuyang Zhao +6Camera-Controlled Video Generation Video Diffusion Models
NVIDIA

Jun 9, 2026, cs.CVJ/K move · Enter open · S save

FadeMem: Distance-Aware Memory Consolidation for Autoregressive Video Diffusion

Yu Lu, Junjie Yang, Piotr Koniusz, YuXin Song+1

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

KV Caching Long-Horizon Video Generation Diffusion Model Caching KV-Cache Compression Autoregressive Video Generation Temporal Consistency in Video Generation

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Autoregressive video generators synthesize long videos by generating successive temporal segments, but their historical KV cache grows with video length. Existing bounded-cache methods reduce this cost with local windows, sink tokens, or compressed memory states, yet they usually assign fixed roles to different parts of the history. We propose FadeMem, a distance-aware KV memory consolidation mechanism that organizes historical KV blocks into a temporal hierarchy under a fixed cache budget. This design is motivated by frequency-dependent temporal decay: fine details decorrelate quickly, while coarse scene structure and identity remain useful over longer horizons. During generation, new history is inserted as fine-grained entries, while older adjacent entries are progressively merged under a power-law temporal allocation schedule, yielding a dense-near, sparse-far memory within one cache. Without architectural changes, FadeMem preserves recent context for short-term dynamics and compact long-range anchors for identity and scene coherence. Experiments show improved subject consistency, background stability, and temporal coherence over existing bounded-cache strategies.

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Latest papers 107