Pre-Trained Video Diffusion Models

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Period ending 2026-09-21

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  1. ElasticTTT: Prior-Preserving Test-Time Tuning for Video Editing

    Jul 23, 2026Yueyi Liu, Chi Zhang, Sen Cui +1Pre-Trained Video Diffusion ModelsVideo Editing

  2. Context-weighted Discrete Flow Matching

    Jul 23, 2026Daniil Cherniavskii, Daniel Severo, Karen UllrichGenerative Flow NetworksGenerative Models

  3. GroupVideo: Multi-Identity Customized Text-to-Video Generation

    Jul 23, 2026Xinyang Song, Libin Wang, Jianxin Sun +4High-Fidelity Video GenerationText-To-Video Models

  4. Distribution-Alignment Bridge for Uncertainty-Aware Text-to-Video Retrieval

    Jul 23, 2026Kyeongmo Chae, Jihoon Lee, Sangtae AhnText-To-Video ModelsCross-Modal Alignment

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

    Jul 23, 2026Zekun Li, Xiaoyan Cong, Hongyu Li +5Pre-Trained Video Diffusion ModelsFew-Step Generation

  6. RealVDeblur: One-Step Diffusion for Generalizable Real-World Video Deblurring

    Jul 22, 2026Renbiao Jin, Mingxin Yang, Yutian Chen +8Motion BlurPre-Trained Video Diffusion Models

  7. Self Gradient Forcing: Native Long Video Extrapolation

    Jul 22, 2026Junhao Zhuang, Shiyi Zhang, Yuxuan Bian +11Autoregressive Video DiffusionExtrapolation

  8. HeadCast: Casting Attention Heads for Efficient Autoregressive Video Generation

    Jul 22, 2026Jinliang Shen, Lianghao Su, Zheming Li +4Autoregressive Video DiffusionAutoregressive Video Generation

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

    Jul 22, 2026Habin Lim, Gyeong-Moon ParkVideo EditingPre-Trained Video Diffusion Models

  10. SafeGen: Goal-Conditioned Video Diffusion of Safety-Critical Scenarios for VLM-Based Autonomous Driving

    Jul 22, 2026Jiangfan Liu, Zexuan Cui, Tianyuan Zhang +7Scenario GenerationAutonomous Driving

  11. Moving Alphabet: A Controlled Study of Training Data for Text-to-Video Generation

    Jul 21, 2026Amber Yijia Zheng, Lu Liu, Raymond A. Yeh +1Text-To-Video ModelsTraining Data

  12. Group-of-Latents: Perceptual Video Compression at Extreme Bitrates via Masked Latent Generative Modeling

    Jul 21, 2026Shaokang Wang, Jinchang Xu, Peidong Jia +9Ultra-Low BitratesPre-Trained Video Diffusion Models

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

    Jul 20, 2026Shuwei Shi, Zhen Li, Muyao Niu +4Controllable Video GenerationLong Video Generation

  14. FlowMimic: Mask-free Visual Editing and Generation with Pixel-pair Warped Flow Field for Online Video Editing Data Generation and Modality Mimicry

    Jul 20, 2026Dingyun Zhang, Lixue Gong, Wei LiuVideo EditingLong Video Generation

  15. Between Safe Boundaries: Exploiting Temporal Consistency for Jailbreaking Text-To-Video Generation Models

    Jul 19, 2026Xingkai Peng, Jun Jiang, Jiayang Liu +2Text-To-Video ModelsVideo Temporal Grounding

  16. When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation

    Jul 18, 2026Siwei Meng, Yawei Luo, Shu Zhang +1Text-To-Video ModelsDirect Preference Optimization

  17. MegaSlide-DiT: Memory-Centric Adaptation and Deformable Local Attention for Efficient Video Diffusion

    Jul 17, 2026Jiacheng Liu, Jason LiuPre-Trained Video Diffusion ModelsSpatial Attention

  18. Apple-ππ: Benchmarking Thinking with Video Towards Law-Grounded Physical Intelligence

    Jul 17, 2026Runmao Yao, Kairui Hu, Yukang Cao +11Large-Scale Video Generation ModelsPhysical Plausibility

  19. FVAttn: Adaptive Sparse Attention with Runtime Load Balancing for Video Generation

    Jul 17, 2026Hao Liu, Chenghuan Huang, Ye Huang +7Dynamic Sparse AttentionPre-Trained Video Diffusion Models

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

    Jul 17, 2026Dimitrios Karageorgiou, Symeon Papadopoulos, Ioannis Kompatsiaris +1Autoregressive Video DiffusionAutoregressive Video Generation

  21. SlotMem: Character-Addressable Internal Memory for Narrative Long Video Generation

    Jul 17, 2026Yilai Liu, Xin Zhang, Shiyuan Zhang +1Long Video Generation

  22. PhysAgent: Reflective Agentic Physics Control for Physically Plausible Video Generation

    Jul 17, 2026Qirui Li, Jinkun Hao, Yibo Li +3Physics SimulationLong Video Generation

  23. PE-Field 4D: Video Generation Models as Canvas

    Jul 17, 2026Yunpeng Bai, Haoxiang Li, Qixing HuangControllable Video GenerationPositional Encoding

  24. From Draft to Draft-Free: One-Step Video Object Removal via Privileged Distillation and Fast Planting

    Jul 16, 2026Zizhao Chen, Ping Wei, Guang Dai +2Video Object RemovalPre-Trained Video Diffusion Models

  25. Introspective Attention Modulation for Safe Text-to-Image Generation

    Jul 16, 2026Basim Azam, Hossein Rahmani, Naveed AkhtarText-To-ImageMultimodal Diffusion Transformers

  26. WanSong v1.0 Technical Report

    Jul 16, 2026Binghui Chen, Pandeng Li, Yu Liu +1Music GenerationAutoregressive Diffusion

  27. ReBind: Multi-Reference Video Editing via Structured Instructions with Explicit Reference Relationships

    Jul 16, 2026Xinyu Liu, Shihao Li, Weihong Lin +10Video EditingText-To-Video Models

  28. Autoregressive Modeling of Film with Applications in Video Montage

    Jul 16, 2026Marcelo Sandoval-Castañeda, Fabian Caba Heilbron, Shiry Ginosar +4Autoregressive Video GenerationFilms

  29. MagicPrompt: Ultra-Lightweight Prompt Tuning for Video Generation

    Jul 16, 2026Yinhan Zhang, Dinwei Tan, Xianghao Kong +3Pre-Trained Video Diffusion ModelsPrompt Tuning

  30. 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 +8Autonomous Driving SimulationControllable Video Generation

  31. Inference-Time Concept Suppression and Video-Centric Evaluation for Text-to-Video Models

    Jul 15, 2026Wenxuan Chen, Wenjie FengText-To-Video ModelsVideo Editing

  32. Kaleido: Algorithm-Hardware Co-Design for Video Diffusion Transformers by Exploiting Latent Space Correlations

    Jul 15, 2026Wenxuan Miao, Haosong Liu, Weiming Hu +9Pre-Trained Video Diffusion ModelsAccelerator

  33. Text2Sign: A Single-GPU Diffusion Baseline for Text-to-Sign Language Video Generation

    Jul 14, 2026Ruize XiaText-To-Video ModelsSign Language

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

    Jul 14, 2026Hongbo Wang, Huaibo Huang, Jie Cao +34D GenerationMulti-View Diffusion Model

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

    Jul 13, 2026Zihan Su, Teng Hu, Jiangning Zhang +4Controllable Video GenerationVideo World Models

  36. DynEval: Holistic Evaluations of T2I Generative Models in the Wild

    Jul 13, 2026Shyam Marjit, Dheeraj Baiju, Anuj Shikarkhane +3Text-To-ImageText-To-Video Models

  37. NanoVSR: Towards Real-Time Video Super-Resolution on Edge Devices

    Jul 11, 2026Filip Pawlicki, Marcel Kańduła, Marcin Pucek +1UpsamplingNvidia Jetson Orin Nano

  38. Autoregressive latent diffusion for 3D molecule generation

    Jul 10, 2026Federico Ottomano, Gaopeng Ren, Yingzhen Li +2Molecular GenerationAutoregressive Diffusion

  39. GenVid2Robot: From Video Generation to Robot Manipulation via Rigid-Geometric Consistency

    Jul 10, 2026Haohui Huang, Xi Yuan, Panpan Liao +4Controllable Video GenerationEgocentric Video

  40. Video Generation Models are General-Purpose Vision Learners

    Jul 10, 2026Letian Wang, Chuhan Zhang, Rishabh Kabra +9Large-Scale Video Generation ModelsVision Foundation Models

  41. LongE2V: Long-Horizon Event-based Video Reconstruction, Prediction, and Frame Interpolation with Video Diffusion Models

    Jul 9, 2026Cheng-De Fan, Chun-Wei Tuan Mu, Chen-Wei Chang +4Pre-Trained Video Diffusion ModelsLarge Inter-Frame Displacements

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

    Jul 9, 2026Hongyu Liu, Chun Wang, Feng Gao +6Autoregressive Video GenerationRp-Opsd

  43. ARDY: Autoregressive Diffusion with Hybrid Representation for Interactive Human Motion Generation

    Jul 9, 2026Kaifeng Zhao, Mathis Petrovich, Haotian Zhang +3Human Motion GenerationControllable Video Generation

  44. SkelGen4D: Weakly-Supervised Skeleton-Based 4D Generation for Text-Driven Mesh Animation

    Jul 9, 2026Hao Feng, Zhi Zuo, Jia-Hui Pan +6Skeleton4D Generation

  45. Understanding and Mitigating the Video-Action Generalization Gap via Temporal Ratio

    Jul 9, 2026Utkarsh A. Mishra, Yongxin Chen, Danfei Xu +3Large-Scale Video Generation ModelsPrior Knowledge

  46. SAGA: Stable Acceleration Guidance for Autoregressive Video Generation

    Jul 9, 2026Thanh-Nhan Vo, Trong-Thuan Nguyen, Trung-Hoang Le +2Autoregressive Video DiffusionAutoregressive Video Generation

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

    Jul 9, 2026Zixin Guo, Yehonathan Litman, Yifeng He +3Image RelightingPre-Trained Video Diffusion Models

  48. Unlocking Temporal Generalization in Hamiltonian Video Dynamics Models

    Jul 8, 2026Eli Laird, Corey ClarkTemporal DynamicsHigh-Fidelity Video Generation

  49. Gen4U: Unifying Video Generation and Understanding via Diffusion

    Jul 7, 2026Michael King, Aravindh Mahendran, Matthew Koichi Grimes +5Pre-Trained Video Diffusion ModelsDiscrete Diffusion Model

  50. ProxyPose: 6-DoF Pose Tracking via Video-to-Video Translation

    Jul 7, 2026Ruihang Zhang, Felix Taubner, Pooja Ravi +2Category-Level Object Pose EstimationMulti-Object Tracking

  51. MobileWan: Closing the Quality Gap for Mobile Video Diffusion

    Jul 7, 2026Mohsen Ghafoorian, Denis Korzhenkov, Adil Karjauv +9Pre-Trained Video Diffusion ModelsHigh-Fidelity Video Generation

  52. SparseCtrl-HOI: Sparse Temporal Control for Human-Object Interaction Video Generation

    Jul 7, 2026Shenbo Xie, Mingrui Cai, Xu Yang +2Controllable Video Generation3D Hand

  53. Consistent and Editable: A Balanced Framework for Text-Guided Video Editing

    Jul 6, 2026Tao Jin, Li XiaoVideo EditingDiffusion Editing

  54. Enhancing Video Physical Consistency via Role-aware Joint Training and Modality-decoupled Denoising

    Jul 6, 2026Guangting Zheng, Haojing Chen, Hao Li +6Pre-Trained Video Diffusion ModelsVideo Editing

  55. Reward Lightning: Fast Video Generation via Homologous Preference Distillation

    Jul 4, 2026Jiaxiang Cheng, Bing Ma, Xuhua Ren +4Pre-Trained Video Diffusion ModelsLong Video Generation

  56. Perceptual Flow Matching for Few-Step Generative Modeling

    Jul 3, 2026Chuyang Zhao, Yifei Song, Hongfa Wang +7Few-Step GenerationGenerative Models

  57. Flex-Forcing: Towards a Unified Autoregressive and Bidirectional Video Diffusion Model

    Jul 3, 2026Xinyin Ma, Julius Berner, Chao Liu +3Autoregressive Video DiffusionPre-Trained Video Diffusion Models

  58. HyperVAttention: Efficient Sparse Attention with Spatio-Temporal Clustering for Video Diffusion

    Jul 3, 2026Dongyeun Lee, Amir Zandieh, Vahab Mirrokni +2Dynamic Sparse AttentionHigh-Fidelity Video Generation

  59. Parallelized Autoregressive Decoding for Omni-Modal Dense Video Captioning

    Jul 3, 2026Wenzheng Zeng, Siyi Jiao, Chen Gao +2Video CaptioningAutoregressive Video Generation

  60. Track the Noise, Move the World:3D-Grounded Motion-Consistent Noise for Controllable Video Generation

    Jul 2, 2026Long Vu, Tan Ngo, Animesh Karnewar +5Controllable Video Generation3D Motion