Pre-Trained Video Diffusion Models

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Period ending 2026-09-21

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  1. HuM-Eval: A Coarse-to-Fine Framework for Human-Centric Video Evaluation

    Apr 28, 2026Bingzi Zhang, Kaisi Guan, Ruihua SongHuman Motion GenerationText-To-Video Models

  2. Alice v1: Distillation-Enhanced Video Generation Surpassing Closed-Source Models

    Apr 27, 2026Wang Xiaoyu, Phong Nguyen, Chen ZhaoLarge-Scale Video Generation ModelsAsymmetric Distillation

  3. MotionBricks: Scalable Real-Time Motions with Modular Latent Generative Model and Smart Primitives

    Apr 27, 2026Tingwu Wang, Olivier Dionne, Michael De Ruyter +13Human Motion GenerationControllable Video Generation

  4. Factual and Edit-Sensitive Graph-to-Sequence Generation via Graph-Aware Adaptive Noising

    Apr 27, 2026Aditya Hemant Shahane, Anuj Kumar Sirohi, Tanmoy Chakraborty +2Diffusion Language ModelsGraph Language Models

  5. Hallo-Live: Real-Time Streaming Joint Audio-Video Avatar Generation with Asynchronous Dual-Stream and Human-Centric Preference Distillation

    Apr 26, 2026Chunyu Li, Jiaye Li, Ruiqiao Mei +4Joint Audio-Video GenerationPre-Trained Video Diffusion Models

  6. Talker-T2AV: Joint Talking Audio-Video Generation with Autoregressive Diffusion Modeling

    Apr 26, 2026Zhen Ye, Xu Tan, Aoxiong Yin +8Joint Audio-Video GenerationAutoregressive Diffusion

  7. BurstGP: Enhancing Raw Burst Image Super Resolution with Generative Priors

    Apr 26, 2026Dong Huo, Tristan Aumentado-Armstrong, Samrudhdhi B. Rangrej +8Generative Super-ResolutionPre-Trained Video Diffusion Models

  8. BRITE: A Benchmark for Reliable and Interpretable T2V Evaluation on Implausible Scenarios

    Apr 24, 2026Advait Tilak, Jiwon Choi, Nazifa Mouli +1Text-To-Video ModelsAudio-Visual Consistency

  9. Vista4D: Video Reshooting with 4D Point Clouds

    Apr 23, 2026Kuan Heng Lin, Zhizheng Liu, Pablo Salamanca +94D ReconstructionControllable Video Generation

  10. Reshoot-Anything: A Self-Supervised Model for In-the-Wild Video Reshooting

    Apr 23, 2026Avinash Paliwal, Adithya Iyer, Shivin Yadav +2Controllable Video GenerationCamera Control

  11. WorldMark: A Unified Benchmark Suite for Interactive Video World Models

    Apr 23, 2026Xiaojie Xu, Zhengyuan Lin, Kang He +5Video World ModelsWorld Models

  12. MISTY: High-Throughput Motion Planning via Mixer-based Single-step Drifting

    Apr 23, 2026Yining Xing, Zehong Ke, Yiqian Tu +3Diffusion PlanningMotion Planners

  13. Exploring the Role of Synthetic Data Augmentation in Controllable Human-Centric Video Generation

    Apr 23, 2026Yuanchen Fei, Yude Zou, Zejian Kang +3Controllable Video GenerationVideo Dataset

  14. Sparse Forcing: Native Trainable Sparse Attention for Real-time Autoregressive Diffusion Video Generation

    Apr 23, 2026Boxun Xu, Yuming Du, Zichang Liu +7Autoregressive Video DiffusionAutoregressive Video Generation

  15. DeVI: Physics-based Dexterous Human-Object Interaction via Synthetic Video Imitation

    Apr 22, 2026Hyeonwoo Kim, Jeonghwan Kim, Kyungwon Cho +1Motion ImitationControllable Video Generation

  16. AttentionBender: Manipulating Cross-Attention in Video Diffusion Transformers as a Creative Probe

    Apr 22, 2026Adam Cole, Mick GriersonHigh-Fidelity Video GenerationCross-Attention

  17. X-Cache: Cross-Chunk Block Caching for Few-Step Autoregressive World Models Inference

    Apr 22, 2026Yixiao Zeng, Jianlei Zheng, Chaoda Zheng +10Autoregressive Video DiffusionCache

  18. HumanScore: Benchmarking Human Motions in Generated Videos

    Apr 22, 2026Yusu Fang, Tiange Xiang, Tian Tan +4Large-Scale Video Generation ModelsHuman Motion Generation

  19. CityRAG: Stepping Into a City via Spatially-Grounded Video Generation

    Apr 21, 2026Gene Chou, Charles Herrmann, Kyle Genova +6Controllable Video GenerationGenerative Models

  20. ReImagine: Rethinking Controllable High-Quality Human Video Generation via Image-First Synthesis

    Apr 21, 2026Zhengwentai Sun, Keru Zheng, Chenghong Li +7Controllable Video GenerationAvatar Reconstruction

  21. CoInteract: Physically-Consistent Human-Object Interaction Video Synthesis via Spatially-Structured Co-Generation

    Apr 21, 2026Xiangyang Luo, Xiaozhe Xin, Tao Feng +3Articulated ObjectsControllable Video Generation

  22. TS-Attn: Temporal-wise Separable Attention for Multi-Event Video Generation

    Apr 21, 2026Hongyu Zhang, Yufan Deng, Zilin Pan +6High-Fidelity Video GenerationVideo Temporal Grounding

  23. How Far Are Video Models from True Multimodal Reasoning?

    Apr 21, 2026Xiaotian Zhang, Jianhui Wei, Yuan Wang +9Large-Scale Video Generation ModelsVideo Understanding

  24. PortraitDirector: A Hierarchical Disentanglement Framework for Controllable and Real-time Facial Reenactment

    Apr 21, 2026Chaonan Ji, Jinwei Qi, Sheng Xu +2Facial Expression RecognitionControllable Video Generation

  25. AutoAWG: Adverse Weather Generation with Adaptive Multi-Controls for Automotive Videos

    Apr 21, 2026Jiagao Hu, Daiguo Zhou, Danzhen Fu +6Controllable Video GenerationAutonomous Driving

  26. Training and Agentic Inference Strategies for LLM-based Manim Animation Generation

    Apr 20, 2026Ravidu Suien Rammuni Silva, Ahmad Lotfi, Isibor Kennedy Ihianle +2Text-To-Video Models

  27. AdaCluster: Adaptive Query-Key Clustering for Sparse Attention in Video Generation

    Apr 20, 2026Haoyue Tan, Shengnan Wang, Yulin Qiao +5Pre-Trained Video Diffusion ModelsImage Clustering

  28. Long-Text-to-Image Generation via Compositional Prompt Decomposition

    Apr 20, 2026Jen-Yuan Huang, Tong Lin, Yilun DuText-To-ImageText Generation

  29. DanceCrafter: Fine-Grained Text-Driven Controllable Dance Generation via Choreographic Syntax

    Apr 20, 2026Hang Yuan, Xiaolin Hu, Yan Wan +8DuetControllable Video Generation

  30. Video-Robin: Autoregressive Diffusion Planning for Intent-Grounded Video-to-Music Generation

    Apr 19, 2026Vaibhavi Lokegaonkar, Aryan Vijay Bhosale, Vishnu Raj +5Music GenerationAutoregressive Diffusion

  31. Long-CODE: Isolating Pure Long-Context as an Orthogonal Dimension in Video Evaluation

    Apr 19, 2026Zhijiang Tang, Jiaxin Qi, Bing Zhao +1LongvideobenchLarge-Scale Video Generation Models

  32. Speculative Decoding for Autoregressive Video Generation

    Apr 19, 2026Yuezhou Hu, Jintao ZhangAutoregressive Video DiffusionAutoregressive Video Generation

  33. Efficient Video Diffusion Models: Advancements and Challenges

    Apr 17, 2026Shitong Shao, Lichen Bai, Pengfei Wan +2Pre-Trained Video Diffusion ModelsControllable Video Generation

  34. Beyond Text Prompts: Precise Concept Erasure through Text-Image Collaboration

    Apr 17, 2026Jun Li, Lizhi Xiong, Ziqiang Li +4Concept ErasureText-To-Video Models

  35. AnimationBench: Are Video Models Good at Character-Centric Animation?

    Apr 16, 2026Leyi Wu, Pengjun Fang, Kai Sun +8Large-Scale Video Generation ModelsEvaluation Benchmarks

  36. TurboTalk: Progressive Distillation for One-Step Audio-Driven Talking Avatar Generation

    Apr 16, 2026Xiangyu Liu, Feng Gao, Xiaomei Zhang +4Joint Audio-Video GenerationPre-Trained Video Diffusion Models

  37. DVFace: Spatio-Temporal Dual-Prior Diffusion for Video Face Restoration

    Apr 16, 2026Zheng Chen, Bowen Chai, Rongjun Gao +7Photorealistic Video RestorationBlind Face Restoration

  38. Controllable Video Object Insertion via Multiview Priors

    Apr 16, 2026Xia Qi, Peishan Cong, Yichen Yao +3Controllable Video GenerationAppearance

  39. From Synchrony to Sequence: Exo-to-Ego Generation via Interpolation

    Apr 15, 2026Mohammad Mahdi, Nedko Savov, Danda Pani Paudel +1Controllable Video GenerationLarge Inter-Frame Displacements

  40. FrameCrafter: Novel View Synthesis as Video Completion

    Apr 9, 2026Qi Wu, Khiem Vuong, Minsik Jeon +2Pre-Trained Video Diffusion ModelsNovel View Synthesis

  41. DiffHDR: Re-Exposing LDR Videos with Video Diffusion Models

    Apr 7, 2026Zhengming Yu, Li Ma, Mingming He +11High Dynamic RangePre-Trained Video Diffusion Models

  42. DriveVA: Video Action Models are Zero-Shot Drivers

    Apr 5, 2026Mengmeng Liu, Diankun Zhang, Jiuming Liu +7Autonomous DrivingDrives

  43. SymphoMotion: Joint Control of Camera Motion and Object Dynamics for Coherent Video Generation

    Apr 4, 2026Guiyu Zhang, Yabo Chen, Xunzhi Xiang +3Camera ControlControllable Video Generation

  44. Salt: Self-Consistent Distribution Matching with Cache-Aware Training for Fast Video Generation

    Apr 3, 2026Xingtong Ge, Yi Zhang, Yushi Huang +6Autoregressive Video GenerationImage Denoising

  45. Control-DINO: Feature Space Conditioning for Controllable Image-to-Video Diffusion

    Apr 2, 2026Edoardo A. Dominici, Thomas Deixelberger, Konstantinos Vardis +1Pre-Trained Video Diffusion Models3D Generative Models

  46. Moiré Video Authentication: A Physical Signature Against AI Video Generation

    Apr 2, 2026Yuan Qing, Kunyu Zheng, Lingxiao Li +2High-Fidelity Video GenerationOnline Signature Verification

  47. LivingWorld: Interactive 4D World Generation with Environmental Dynamics

    Apr 2, 2026Hyeongju Mun, In-Hwan Jin, Sohyeong Kim +1Minute-Long Consistent World Generation3D Scenes

  48. TrajectoryMover: Generative Movement of Object Trajectories in Videos

    Mar 31, 2026Kiran Chhatre, Hyeonho Jeong, Yulia Gryaditskaya +3Controllable Video GenerationVideos

  49. Video Generation Models as World Models: Efficient Paradigms, Architectures and Algorithms

    Mar 30, 2026Muyang He, Hanzhong Guo, Junxiong Lin +1Large-Scale Video Generation ModelsVideo World Models

  50. Drift-AR: Single-Step Visual Autoregressive Generation via Anti-Symmetric Drifting

    Mar 30, 2026Zhen Zou, Xiaoxiao Ma, Mingde Yao +3Autoregressive DiffusionMulti-View Diffusion Model

  51. RefAlign: Representation Alignment for Reference-to-Video Generation

    Mar 26, 2026Lei Wang, YuXin Song, Ge Wu +5Pre-Trained Video Diffusion ModelsControllable Video Generation

  52. SafeFlow: Real-Time Text-Driven Humanoid Whole-Body Control via Physics-Guided Rectified Flow and Selective Safety Gating

    Mar 25, 2026Hanbyel Cho, Sang-Hun Kim, Jeonguk Kang +1Long-Tail Humanoid Whole-Body ControlRobot Trajectories

  53. Generation Models Know Space: Unleashing Implicit 3D Priors for Scene Understanding

    Mar 19, 2026Xianjin Wu, Dingkang Liang, Tianrui Feng +5Large-Scale Video Generation Models3D Priors

  54. Measuring 3D Spatial Geometric Consistency in Dynamic Video Generation

    Mar 19, 2026Weijia Dou, Wenzhao Zheng, Weiliang Chen +33D GeometryHigh-Fidelity Video Generation

  55. AR-CoPO: Align Autoregressive Video Generation with Contrastive Policy Optimization

    Mar 18, 2026Dailan He, Guanlin Feng, Xingtong Ge +5Autoregressive Video GenerationAutomated Synthesis Techniques

  56. SHIFT: Motion Alignment in Video Diffusion Models with Adversarial Hybrid Fine-Tuning

    Mar 18, 2026Xi Ye, Wenjia Yang, Yangyang Xu +4Pre-Trained Video Diffusion ModelsTuning

  57. VIGOR: VIdeo Geometry-Oriented Reward for Temporal Generative Alignment

    Mar 17, 2026Tengjiao Yin, Jinglei Shi, Heng Guo +1Pre-Trained Video Diffusion ModelsExternal Reward Models

  58. Next-Frame Decoding for Ultra-Low-Bitrate Image Compression with Video Diffusion Priors

    Mar 16, 2026Yunuo Chen, Chuqin Zhou, Jiangchuan Li +5Generative Image CompressionPre-Trained Video Diffusion Models

  59. GeoNVS: Geometry Grounded Video Diffusion for Novel View Synthesis

    Mar 16, 2026Minjun Kang, Inkyu Shin, Taeyeop Lee +3Novel View SynthesisPre-Trained Video Diffusion Models

  60. LatSearch: Latent Reward-Guided Search for Faster Inference-Time Scaling in Video Diffusion

    Mar 15, 2026Zengqun Zhao, Ziquan Liu, Yu Cao +5Pre-Trained Video Diffusion ModelsDenoising Trajectory