Pre-Trained Video Diffusion Models

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Period ending 2026-09-21

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  1. Revisiting the Current Frame: Physical-Trace-Guided Network Output Correction for Video Restoration

    Aug 10, 2026Yifeng Lin, Liuxiang Qiu, Guangming Ren +1Photorealistic Video RestorationLarge Inter-Frame Displacements

  2. LogiShot: Logically Coherent Cross-Shot Video Generation

    Aug 9, 2026Shuai Guo, Yuhang Yang, Zeyu Zhang +4High-Fidelity Video GenerationCoherence

  3. Vid2WAM: Distilling Video Diffusion Priors into World Action Models

    Aug 9, 2026Chenhao Qiu, Ruixiang Wang, Runyi Zhao +7Efficient World-Action ModelVideo Pretraining

  4. MotionCraft: Latent World Modeling with Sparse Attention for Visual Upscaling

    Aug 9, 2026Rong Fu, Chunlei Meng, Yangchen Zeng +9Pre-Trained Video Diffusion ModelsLatent World Models

  5. EvBS: Event-guided Blur Synthesis for Domain-adaptive Motion Deblurring

    Aug 8, 2026Junsik Jung, Seokryun Choi, Yoonki Cho +3Motion BlurDomain Adaptation

  6. MirrorWorld: Taming Video Diffusion Models for Mirror Reflection Generation

    Aug 7, 2026Youjun Zhao, Alex Warren, Gary K. L. Tam +1Pre-Trained Video Diffusion ModelsInpainting

  7. Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts

    Aug 7, 2026Rulin Zhou, Wanhao Liu, Guoheng Ma +8Surgical VideosGradient Surgery

  8. From Cheap Fakes to Pure Synthesis: Addressing the New Era of T2V Fake News Videos

    Aug 7, 2026Yifeng Luo, Yupeng Li, Liang Lan +1Fake News DetectionFake News

  9. Adaptive-WAM: Quality-Guided Early-Exit Planning from Intermediate Video-Diffusion Features

    Aug 6, 2026Sining Ang, Yuguang Yang, Yan WangDiffusion PlanningPre-Trained Video Diffusion Models

  10. GAUGE: A Measurement-Grounded Benchmark for Physical Fidelity in Simulation Engines and Video World Models

    Aug 6, 2026Shuai Wang, Yaxin Feng, Xuekun Jiang +12Physics SimulationVideo World Models

  11. Engram-E2VID: Reference-Based Event-to-Video Reconstruction via Generative Activation of Appearance Engrams

    Aug 6, 2026Feiyu Ji, Xiang Li, Hao Ma +6Structure-From-MotionPre-Trained Video Diffusion Models

  12. In-Context Forcing: Uncovering Context Effects in Autoregressive Video Diffusion

    Aug 5, 2026Lingxiao Yang, Liu Liu, Moran Li +4Autoregressive Video DiffusionLarge Inter-Frame Displacements

  13. UniWorld-View: Large-Baseline View Synthesis via Video Diffusion Models

    Aug 5, 2026Haiyang Zhou, Wangbo Yu, Chaoran Feng +3Novel View SynthesisControllable Video Generation

  14. Diff-Symbo: Text-Controlled Long-Duration Symbolic Music Generation Using Autoregressive Latent Diffusion Model

    Aug 5, 2026Zhiwei Lin, Jun Chen, Boshi Tang +5Music GenerationAutoregressive Diffusion

  15. SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding

    Aug 5, 2026Yuqing Feng, Jiawei Ma, Kevin Qinghong Lin +6Surgical VideosGradient Surgery

  16. DAC-Pose: Dual-Agent Collaborative Framework for Pose-Guided Human Generation

    Aug 5, 2026Haotian Yang, Zhile Yang, Huiyu Zhou +1Multi-View Diffusion ModelControllable Video Generation

  17. muSync-GS: Physics-Synchronized Driving Video Synthesis for Weather and Geometric Road Hazards

    Aug 5, 2026Yang Chen, Yicheng Zhu, Tao Li +1Driving SceneVehicle Dynamics

  18. JoyAI-Video-Edit: Real-Time Open-Ended Video Editing with Autoregressive Diffusion

    Aug 4, 2026Yicheng Xiao, Wenxun Dai, Xinran Qin +22Video EditingDiffusion Editing

  19. Can Text-to-Image Models Draw from the Right Frame of Reference?

    Aug 4, 2026Zheyuan Gu, Ruihang Li, Yong Huang +5Text-To-ImageVideo-Text Alignment

  20. SPADE: An Input-Adaptive Sparse Attention Engine for Fast Video Diffusion Models Inference

    Aug 4, 2026Shanghao Liu, Renze Chen, Size Zheng +4Pre-Trained Video Diffusion ModelsDynamic Sparse Attention

  21. CAPE-T2V: Captioner-Anchored Prompt Enhancement toward Two-Sided Conditioning Alignment in Text-to-Video Generation

    Aug 4, 2026Yizhuo Jia, Jingyun Hua, Yuanxing ZhangText-To-Video ModelsVideo Captioning

  22. WorldExam: Benchmarking World Models from Apparent Appearance to Inherent Reactivity

    Aug 3, 2026Yuxue Yang, Shuyao Shang, Jiahe Wang +13Video World ModelsWorld Models

  23. GSRAIN: Physically Calibrated High-/Low-Frequency Rainfall Synthesis for 3D Gaussian Driving Scenes

    Aug 3, 2026Fanyu Wang, Longgao Zhang, Junyi ChenPrecipitationAutonomous Driving

  24. Proxy Avatar Meets Low-Rank Caching: Real-Time One-Shot Emotion-Controllable Portrait Animation

    Aug 3, 2026Haijie Yang, Jindi Bao, Yixuan Dong +6Facial AnimationControllable Video Generation

  25. UniMoCa: Unifying Motion and Camera Controls as Visual Proxies for Faithful Human Video Generation

    Aug 3, 2026Liming Tan, Ye Chen, Hao Zhang +3Camera ControlControllable Video Generation

  26. CultureVidBench: Benchmarking Cultural Understanding in Text-to-Video Generation

    Aug 3, 2026Xianjing Han, Yuhan Su, Yang Deng +3Text-To-Video ModelsLongvideobench

  27. LiveLight: Real-time Streaming Video Relighting with Interactive Control

    Aug 3, 2026Yue Ma, Jiangming Wang, Yucheng Wang +8Image RelightingPre-Trained Video Diffusion Models

  28. MiniWorld: Democratizing the Training of Video World Models from Scratch

    Aug 2, 2026Yian Zhao, Ruochong Zheng, Hongcan Guo +3Video World ModelsAutoregressive Video Generation

  29. DreamTraj: Generating 6-DoF Object Trajectories by Reading Unrendered Video Diffusion Latents

    Aug 1, 2026Tongsheng Ding, Zhen Luo, Yixuan Yang +4Human Motion PredictionPre-Trained Video Diffusion Models

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

    Jul 31, 2026Songchun Zhang, Sitong Guo, Xianghao Kong +4Controllable Video GenerationVideo Editing

  31. MoRoute: Dynamic Routing for In-Context Multimodal Video Generation

    Jul 31, 2026Chong Gao, Jie Ma, Zhan Peng +5High-Fidelity Video GenerationMultimodal Learning

  32. Video Models as Native 4D Renderers: World-Grounded Conditioning from Animated Mesh

    Jul 30, 2026Junhao Chen, Mingjin Chen, Henghaofan Zhang +9Pre-Trained Video Diffusion Models3D Motion

  33. TARS: Timestep-Aware Data Scaling for 3D-Free Video Re-Shooting

    Jul 30, 2026Jiwen Liu, Shujuan Li, Xiaohan Li +5Controllable Video Generation3D Motion

  34. EgoGenesis: Egocentric World-Action Modeling with Online Anchored Projective Memory and Action-3D RoPE

    Jul 30, 2026Zexuan Yan, Yuzhou Wu, Yue Ma +9Egocentric VideoControllable Video Generation

  35. ViP-Rig: Visual-Prompted Controllable Rigging

    Jul 30, 2026Zihan Qin, Mingze Sun, Yifan Mao +6SkeletonPose-Guided Kinematic Reasoning

  36. 4DHumanDiff: Direct Text-to-4DGS Generation for Consistent 360-Degree Dynamic Humans

    Jul 30, 2026Renlong Wu, Haoran Chen, Yuxiang Wei +34D GenerationHuman Motion Generation

  37. VideoCoCo: Code-as-CoT for Physically-Consistent Video Generation via an Agentic Dual-Engine System

    Jul 29, 2026Haodong Li, Tianfei Ren, Xiaoxiao Ma +25High-Fidelity Video GenerationVideo Dataset

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

    Jul 29, 2026Jiatong Li, Leo Liang, Linghe Kong +1Autoregressive Video DiffusionAutoregressive Video Generation

  39. Mitigating Compounding Error via Video Representation Regularization

    Jul 29, 2026Taiye Chen, Qi Zhang, Yisen WangAutoregressive Video GenerationErrors

  40. DistillAlign: Coordinating Mode Covering and Mode Seeking in Autoregressive Video Distillation

    Jul 29, 2026Jiaxing Li, Kai Zou, Cindy Zhou +7Autoregressive Video Diffusion

  41. StatePlay: State-Aware Game World Models for Mechanics-Consistent Generation

    Jul 29, 2026Zijun Lin, Zeqing Wang, Cheston Tan +2World ModelsLarge-Scale Video Generation Models

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

    Jul 29, 2026Xiangbo Gao, Siyuan Yang, Ping He +12Long Video Generation

  43. CineWeaver: Training-Free Reference-Controllable Multi-Shot Long Video Generation for Cinematic Storytelling

    Jul 29, 2026Yuyang Huang, Yabo Chen, Wenrui Dai +6Long Video GenerationFilms

  44. WildShadowRemover: In-the-Wild Video Shadow Removal via Detail-Preserving Video Diffusion Models

    Jul 28, 2026Jiamin Xu, Cong Wang, Zheng Dong +4Shadow RemovalPre-Trained Video Diffusion Models

  45. Explicit Layer Modeling for Video Object Insertion and Layer Decomposition

    Jul 28, 2026Kyujin Han, Seungjoo Shin, Sunghyun ChoPre-Trained Video Diffusion ModelsProcess-Level Supervision

  46. I2VShield: An Efficient Proactive Defense Framework against DiT-based Image-to-Video Models

    Jul 28, 2026Yimao Guo, Zuomin Qu, Wei LuPre-Trained Video Diffusion ModelsAdversarial Examples

  47. Physics-Grounded Fluid Video Generation with a Simulation Dataset and Dual-Stream Optical-Flow Supervision

    Jul 28, 2026Ruijie Su, Yuanzhi Liang, Xiaohua Xie +1Long Video GenerationOptical Flow

  48. CameraAnything: Refilming Videos with Arbitrary Camera Control

    Jul 27, 2026Yixuan Li, Yanhong Zeng, Ka Leong Cheng +11Camera ControlControllable Video Generation

  49. MXAttention: Data-Free Optimal Scaling and Pre-Normalization Quantization for MXFP4 Attention

    Jul 27, 2026Jianlin Yu, Jing Lin, Linghui Kong +13W4A4 QuantizationPre-Trained Video Diffusion Models

  50. ViDS: Video Diffusion Shader using 3D Face Tracking

    Jul 27, 2026Wenbo Ji, Davide Davoli, Zhe Chen +3Pre-Trained Video Diffusion ModelsFacial Animation

  51. Sol-Attn: Accelerating Video Generation Inference via On-the-Fly Attention Sparsification

    Jul 27, 2026Haopeng Li, Yitong Li, Junsong Chen +8Dynamic Sparse AttentionHigh-Fidelity Video Generation

  52. VIPER: Visual In-Context Physics Reasoning for Physically Plausible Video Generation

    Jul 26, 2026Tianxiao Chen, Hanmo Chen, Huajin Chen +3Large-Scale Video Generation ModelsVisual Reasoning

  53. CachedSearch: Training-Free Cached Exploration for Test-Time Search in Video Diffusion

    Jul 25, 2026Shreshth Saini, Neil Birkbeck, Yilin Wang +2Pre-Trained Video Diffusion ModelsLongvideobench

  54. TRaM-VSR: Importance-Aware Token Routing and Merging for One-Step Diffusion Video Super-Resolution

    Jul 24, 2026Sicheng Gao, Zhuyun Zhou, Yixuan Liu +3Pre-Trained Video Diffusion ModelsMultimodal Diffusion Transformers

  55. InnoText: A Unified Model for Visual Text Generation and Editing

    Jul 24, 2026Haowei Liu, Runze He, Jian Lu +10Video-Text AlignmentTypography Generation

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

    Jul 23, 2026Wenchao Ma, Changran Liu, Sharon X. Huang +1Autoregressive Video GenerationLarge-Scale Video Generation Models

  57. Streaming Multi-Agent Autoregressive Diffusion Model with World State Registers

    Jul 23, 2026Sicheng Mo, Yuheng Li, Ziyang Leng +2Video World ModelsPre-Trained Video Diffusion Models

  58. Unified Video Dense Prediction from Disjoint Data

    Jul 23, 2026Yihong Sun, Seoung Wug Oh, Jiahui Huang +2Dense PredictionPre-Trained Video Diffusion Models

  59. GraphVid: Interactive Graph-Controllable Video Generation

    Jul 23, 2026Vedant Shah, Onkar Susladkar, Tushar Prakash +5Controllable Video GenerationVideo Dataset

  60. SANA-Video 2.0: Hybrid Linear Attention with Attention Residuals for Efficient Video Generation

    Jul 23, 2026Junsong Chen, Jincheng Yu, Yitong Li +11Pre-Trained Video Diffusion Models