Pre-Trained Video Diffusion Models

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Period ending 2026-09-21

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Period ending 2026-09-07

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  1. CoaG: Cylinders on a Grid: Coarse 3D Layout Control for Video Generation

    Sep 21, 2026Zhangsihao Yang, Mengyi ShanControllable Video Generation

  2. VISTA: Video-Injected Stylized Text-to-Animation

    Sep 20, 2026Monseej Purkayastha, Anindita Ghosh, Philipp SlusallekControllable Video Generation

  3. Why Do Video Diffusion Models Violate Physics? Unveiling the Flaws in Attention Mechanisms

    Sep 20, 2026Yueyan Li, Haibo Wang, Caixia Yuan +1Pre-Trained Video Diffusion Models

  4. Video DeltaNet: A Video-Native Hybrid Attention for Livestream Video Generation

    Sep 17, 2026Haocheng Xi, Yiming Xie, Hexu Zhao +8Pre-Trained Video Diffusion ModelsHybrid

  5. DART: Distillation-Aware Reparameterization for Training-Free LoRA Reuse in Few-Step Video Diffusion Models

    Sep 17, 2026Shihong Li, Juntao Xu, JinCao +3Pre-Trained Video Diffusion ModelsLow-Rank Adaptation

  6. Zarya: A Hybrid Autoregressive--Masked Diffusion Language Model with Flexible Training and Dual-Mode Inference

    Sep 17, 2026Leonid Sinev, Ilya Koziev, Vladislav LeshchukAutoregressive Language ModelsDiffusion Language Models

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

    Sep 17, 2026Tri Cao, Hung Nguyen, Phong Nguyen +1Autoregressive Video GenerationReparameterization

  8. PhysStream: Streaming Physics-Grounded Video Generation with Structured Scene Memory and Fine-Grained Motion Control

    Sep 15, 2026Chuhao Chen, Peter Wonka, Chaoyang Wang +4Controllable Video GenerationLong Video Generation

  9. VC-Attention: Value Smoothing and Softmax Casting for Low-bit Attention

    Sep 14, 2026Xingyang Li, Dongyun Zou, Shining Zhang +8Dynamic Sparse AttentionPre-Trained Video Diffusion Models

  10. Physics-Aware Video Generation via Agentic Planning and Graph-Guided Optimization

    Sep 14, 2026Minh-Loi Nguyen, Xuan-Vu Le, Thanh-Toan Do +3Long Video GenerationPhysics Simulation

  11. Converting Sequenced Fuzzy Cognitive Maps to Causal Virtual Worlds with Large Video Generators

    Sep 14, 2026Akash Kumar Panda, Olaoluwa Adigun, Bart KoskoCognitive MapLong Video Generation

  12. Harnessing Intrinsic Subject-Aware Attention for Controllable Multi-Subject Video Generation

    Sep 11, 2026Niange Yu, Ye Tian, Biaolong Chen +5Pre-Trained Video Diffusion ModelsSpatial Attention

  13. CamPilot: A Multi-Agent Cinematic Assistant for Camera-Controlled Movie Generation

    Sep 11, 2026Yang Wu, Stefano Petrangeli, Ishita Dasgupta +1FilmsText-To-Video Models

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

    Sep 11, 2026Chenxi Song, Yanming Yang, Chi ZhangVideo World ModelsAutoregressive Video Generation

  15. Uncertainty DMD: Restoring Diversity in Few-Step Autoregressive Video Distillation

    Sep 11, 2026Zixuan Duan, Xunzhi Xiang, Yabo Chen +6Autoregressive Video DiffusionAutoregressive Video Generation

  16. Vidu S2: Real-Time Interactive, Editable, and Spatial Video Generation

    Sep 10, 2026Jintao Zhang, Kai Jiang, Jintao Chen +32Controllable Video GenerationHigh-Fidelity Avatar

  17. Mask Forcing: Improving Autoregressive Video Diffusion Distillation via Dual-Noise Masking Rollout

    Sep 8, 2026Zhuoran Zhao, Shengju Qian, Tongtong Liang +7Autoregressive Video DiffusionPre-Trained Video Diffusion Models

  18. DSE-VTG: Dual-Side Enhancement for Training-Free Video Temporal Grounding

    Sep 8, 2026Zhuo Cao, Bingqing Zhang, Sen Wang +1Video Temporal GroundingText-To-Video Models

  19. Temporal State Transport in Video Generation: Diagnosing and Correcting Spectral Imbalance

    Sep 8, 2026Luyao Tang, Bingjun Luo, Dong Yi +5High-Fidelity Video GenerationSpatio-Temporal Coherence

  20. Dreaming in Flow: Generative Grounding Feedback for Self-Evolving Unified Multimodal Models

    Sep 8, 2026Ke Hao, Yuanzhi Liang, Tingxi Chen +5Unified Multimodal ModelsLarge-Scale Video Generation Models

  21. ActionSplice: In-Flight Action Editing for Interactive World Models

    Sep 8, 2026Pardis Taghavi, Tingyu Guo, Jonas Lossner +2World ModelsAutoregressive Video Generation

  22. Geodesic-informed Generative Diffusion Model For Topology-preserved Image Video Generation

    Sep 8, 2026Nian Wu, Nivetha Jayakumar, Jiarui Xing +1Long Video GenerationGeodesic

  23. VI-Bench: Benchmarking Prompt Inversion from AIGC Videos

    Sep 8, 2026Wulin Xie, Rui Zhao, Kecen Li +5Large-Scale Video Generation ModelsLong Video Generation

  24. The Price of Consistency: Exploiting Visual Anchors for Multimodal Jailbreaking in Video Generation

    Sep 7, 2026Peng Li, Qianqian Xu, Yangbangyan Jiang +2Large-Scale Video Generation ModelsJailbreak Evaluations

  25. RoLA: Rotary-Positioned Low-Rank Linear Attention for Efficient Diffusion Transformers

    Sep 6, 2026Zekun Zhang, Yixiang Cai, Yuxi Liu +9Pre-Trained Video Diffusion ModelsPositional Encoding

  26. Principia: Relational Physics Tests for Video Models

    Sep 3, 2026Varun Varma Thozhiyoor, Shivam Tripathi, Venkatesh Babu Radhakrishnan +1Large-Scale Video Generation ModelsRelational

  27. SVG-Score: Human-Aligned Evaluation of Text-to-SVG Generation

    Sep 3, 2026Marco Cipriano, Leonardo Zini, Alexandra Schild +5Scalable Vector GraphicVideo-Text Alignment

  28. Stabilizing Camera-Controlled Novel View Synthesis at Inference Time

    Sep 3, 2026Prajwal Singh, Arjun Badola, Seema Kumari +2Pre-Trained Video Diffusion ModelsCamera Control

  29. FlashRender: Few-Step Generative Rendering via Camera-Controlled Video MeanFlow

    Sep 3, 2026Byeongjun Park, Byung-Hoon Kim, Hyungjin ChungControllable Video GenerationCamera Control

  30. H3-World: Turning Language Understanding into World Control

    Sep 1, 2026Danze Chen, Zeqing Wang, Ziyue Lin +2Long Video GenerationVideo Pretraining

  31. TimeSteer: Inference-Time Speech Scheduling in Joint Audio-Visual Diffusion Models

    Sep 1, 2026Chao Zhou, Yiling Chen, Qi Chu +3Joint Audio-Video GenerationAudio Latent

  32. MeRoPE: Metric Rotary Position Embedding for Camera-Controlled Video Generation

    Sep 1, 2026Zhijian Qiao, Xinjiang Wang, Jiajie Chen +5Camera ControlRotary Position Embedding

  33. Physically Plausible Video Generation via Visual-Semantic Chain-of-Events Conditioning

    Sep 1, 2026Zixuan Wang, Yixin Hu, Wen Li +4Long Video GenerationPhysical Plausibility

  34. NoisEasier: Test-Time Noise Optimization for Text-to-Video Generation

    Aug 31, 2026Yujiang Pu, Yu KongText-To-Video ModelsTest-Time Scaling

  35. Off-Manifold Refinement: Guiding Video Generators with a Frozen World Model

    Aug 30, 2026Hai Nguyen-Truong, Tuan-Anh Vu, Dang HuynhLong Video GenerationWorld Models

  36. PAWBench: How Far Are We from Probabilistically Aligned World Modeling?

    Aug 27, 2026Yuandong Pu, Le Zhuo, Sayak Paul +11Large-Scale Video Generation ModelsWorld Models

  37. 4DStreamCtrl: Interactive Video Generation with Online 4D Control

    Aug 26, 2026Shiqian Li, Chenguo Lin, Zhiguang Liu +4Controllable Video Generation3D Motion

  38. ACE-Ego-Hand: Repurposing Video Diffusion Models for Occlusion-Robust Egocentric 3D Hand Motion Recovery

    Aug 20, 2026Yufei Liu, Xixi Wang, Hao Li +83D HandHand

  39. V-RAE: Rethinking Video Latent Spaces for Generation

    Aug 13, 2026Minghui Guo, Shengqiong Wu, Hao FeiAutoregressive Video GenerationVariational Autoencoder

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

    Aug 13, 2026AlayaWorld Team, Kaipeng Zhang, Chuanhao Li +15Video World ModelsAutoregressive Video Generation

  41. SNM-VFI: Symmetric Nonlinear Motion-Guided Generative Video Frame Interpolation

    Aug 13, 2026Jisoo Jeong, Hong Cai, Jamie Menjay Lin +5Pre-Trained Video Diffusion ModelsOptical Flow

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

    Aug 13, 2026Hmrishav Bandyopadhyay, Xuanchi Ren, Zijian Huang +7Autoregressive Video GenerationPrompt Distillation

  43. HPSD: Hybrid-Policy Self-Distillation for Text-Image-to-Video Diffusion Models

    Aug 13, 2026Jiazi Bu, Pengyang Ling, Yujie Zhou +10Text-To-Video ModelsProcess-Level Supervision

  44. SCOPE: Subspace Clustering with Online Per-Head Top-K Estimation for Sparse Video Attention

    Aug 13, 2026Qi Zhao, Qirui Li, Hanlin Tang +10Dynamic Sparse AttentionPre-Trained Video Diffusion Models

  45. StateFlow: Building, Evolving, and Accessing 3D World States for Previsualization

    Aug 12, 2026Yuyang Yin, Zixiang Li, Longxuan Deng +11Controllable Video Generation3D World

  46. Beyond Trial-and-Error: Agentic Optimization for Image-to-Video Adherence

    Aug 12, 2026Aman Tyagi, Hemanth Boinpally, Jonathan Chen +2Large-Scale Video Generation ModelsPrior Prompt Optimization Techniques

  47. GeoFlow: Efficient Driving Video Generation via Geometry-Aligned Priors

    Aug 12, 2026Jiazheng Liu, Hang Li, Jiawei Zhang +5High-Fidelity Video GenerationFew-Step Generation

  48. LoSA: Near-Lossless Sparse Attention for Training-Free Video Diffusion Acceleration

    Aug 12, 2026Enhuai Liu, Yunke Wang, Yutong Wang +2Dynamic Sparse AttentionPre-Trained Video Diffusion Models

  49. LiveAnimate: Stable Long-Form Streaming Human Animation in Real-Time

    Aug 12, 2026Yuxuan Zhang, Haozhong Xiong, Yubo Huang +6Pre-Trained Video Diffusion ModelsReal-Time Systems

  50. From Synthesis to Removal: Physics-Grounded Reflection Simulation and Diffusion-Based Video Dereflection

    Aug 12, 2026Zepeng Wang, Jiagao Hu, Fuhao Li +3Pre-Trained Video Diffusion ModelsSpectral Reflectance

  51. Watching Synthetic Videos: Aligning Cross-modal Representations with Visual Synthesis for Zero-shot Video Captioning

    Aug 11, 2026Liangyu Fu, Junbo Wang, Yuke Li +3Text-To-Video ModelsVideo Captioning

  52. SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense

    Aug 11, 2026Siyuan Liang, Yupeng Qiu, Junfeng Fang +3Text-To-Video ModelsJailbreak Detection

  53. Bridging Event Streams and DiT: Event-Guided Video Frame Interpolation

    Aug 11, 2026Guixu Lin, Yuyang Yu, Xiang Ji +6Pre-Trained Video Diffusion ModelsLarge Inter-Frame Displacements

  54. MAD-HOI: Masked Autoregressive Diffusion for Generating Articulated Hand Object Interactions from Text

    Aug 10, 2026Ananya Bal, Kartik Sharma, Ethan Lai +4Training-Free Hand-Object Interaction DetectionHand

  55. Sci-VBench: Evaluating Knowledge- and Reasoning-Intensive Video Generation in Science Domains

    Aug 10, 2026Diandian Zhang, Tingyu Song, Lin Fu +2High-Fidelity Video GenerationScientific Discovery

  56. DUET: A Diversity-Quality Duet of Distillation Experts for Two-Step Video Generation

    Aug 10, 2026Zian Li, Litong Gong, Borui Liao +6Pre-Trained Video Diffusion ModelsAsymmetric Distillation

  57. Illusion or Integrity? Geometrical Consistency Metric for AIGC Video Quality Evaluation

    Aug 10, 2026Yifei Xue, Yuanchen Fei, Hao Zhang +3Video QualityLong Video Generation

  58. GeoRoute: Geometry-Aware Hybrid Inference for Traffic Future-Frame Prediction

    Aug 10, 2026Khang Minh Le, Hieu Dinh Trung Pham, Luu Thanh Danh +8Future Video PredictionAutonomous Driving

  59. 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

  60. LogiShot: Logically Coherent Cross-Shot Video Generation

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