Video generation

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Evidence papers — 50 most recent of 839

• 4DGS-Fixer: Generative Sparse-View 4D Gaussian Splatting with Iterative Refinement Guided by Video Diffusion Priors
  Haitao Huang, Shenghao Zhao, Boyuan Tian, Shin-Fang Chng, Songlin Yang, Sheila Lim, Huangying Zhan, Yi Xu, Anyi Rao, Frank Guan · Sep 2026 · arXiv
• OmniVChat: Synthesizing, Benchmarking, and Training for Native Audio-Visual Dialogue
  Haolin He, Yunfei Chu, Qi Chen, Wen Huang, Yuan Feng, Muzhi Zhu, Zheqi Dai, Haoning Xu, Dongchao Yang, Chunyat Wu, Zining Liang, Zhengxi Liu, Xiquan Li, Xie Chen, Xize Cheng, Qize Yang, Jin Xu, Qiuqiang Kong · Sep 2026 · arXiv
• OmniVBench: A Benchmark and Large-Scale Dataset for Omni Reference-to-Video Generation
  Wenxue Li, Peiyan Guan, Haoyang Jiang, Junxian Cai, Hualuo Liu, Chunjie Zhang, Chong Guan, Songlian Li, Taiyi Wu, Yongjian Yu, Xiaotong Zhao, Alan Zhao, Eric Liu, Xi Chen, Yu Liu, Lei Zhu · Sep 2026 · arXiv
• Omni Demand Understanding: A Benchmark for Contextual User-Intent Inference in Multimodal Interaction
  Qi Chen, Yunfei Chu, Haolin He, Yifan Yang, Zihan Liu, Yuxuan Wang, Ziyang Ma, Ruiyang Xu, Meng Gao, Yinsong Yan, Ling Wang, Hui Wang, Wen Huang, Yiheng Chen, Guanrou Yang, Qiuqiang Kong, Jin Xu, Xie Chen · Sep 2026 · arXiv
• CompAdapt: Adaptable Composite Motion Modeling for Physics-Consistent Text-to-Video Generation
  Haoran Qin, Renlong Wu, Tianyu Huang, Yukang Ding, Hui Li, Wangmeng Zuo · Sep 2026 · arXiv
• MT-WAM: Reorienting the One-Pass Predictive Representation Toward Action Generation
  Yiguang Yang, Jiankun Peng, Xiaoming Wang, Yiran Zhang, Zhibo Fang · Sep 2026 · arXiv
• JEPA Guided Diffusion: Predictive Vision-Language Conditioning for Generative Traffic Forecasting
  Trinh Tra Giang Nguyen, Thanh Nguyen Vo, Nguyen Hoai Thuong Bui, Ha Duc Bui · Sep 2026 · arXiv
• DART: Distillation-Aware Reparameterization for Training-Free LoRA Reuse in Few-Step Video Diffusion Models
  Shihong Li, Juntao Xu, JinCao, Maowen Tang, Jun Huang, Jintao Li · Sep 2026 · arXiv
• Astronex-World 1.0: Real-Time Interactive World Model Foundation
  Xin Zhou, Cong Miao · Sep 2026 · arXiv
• Recency Forcing: Bridging the Long-Horizon Gap in Autoregressive Video Generation
  Tri Cao, Hung Nguyen, Phong Nguyen, Khoi Nguyen · Sep 2026 · arXiv
• Video DeltaNet: A Video-Native Hybrid Attention for Livestream Video Generation
  Haocheng Xi, Yiming Xie, Hexu Zhao, Yiwen Zhang, Michael Liu, Thomas Creavin, Kurt Keutzer, Xiuyu Li, Zhaoyang Lv, Chenfeng Xu, Haiwen Feng · Sep 2026 · arXiv
• Can MiniMax-H3 Reason About the Physical World? An Evaluation of Omni-Modal Generative Model
  Haoyu Zhao, Zihao Zhao, Tianyu Deng, Ziqin Xu, Zihao Zhang, Xudong Wang, Jinxiang Guo, Chen Gao, Ziyi Ye, Yeying Jin, Jiaxi Gu, Zuxuan Wu, Shuicheng Yan · Sep 2026 · arXiv
• Dreaming the Sound of Contact: Leveraging Video and Audio Generation for Zero-Shot Force-Aware Manipulation and Data Generation
  Guanhua Ji, Tianyu Li, Dayoon Suh, Yuqian Zhang, Boyan Zhang, Nadia Figueroa · Sep 2026 · arXiv
• vidax: A Unified JAX Framework for Video Generative Models on Accelerator Meshes
  Congyue Deng · Sep 2026 · arXiv
• MSR: Multiple Subject Reference for Video Generation
  Guannan Li, Jiaji Chen, Jingyuan Liao, Yu Geng, Baolan Qiu · Sep 2026 · arXiv
• PhysStream: Streaming Physics-Grounded Video Generation with Structured Scene Memory and Fine-Grained Motion Control
  Chuhao Chen, Peter Wonka, Chaoyang Wang, Chen Wang, Qiao Feng, Sergey Tulyakov, Lingjie Liu · Sep 2026 · arXiv
• GeoLAM: Learning Geometry-Grounded Latent Actions from Unlabeled Human Videos
  Yifan Xie, Hekun Tian, Jinkun Liu, YuAn Wang, Qiao Sun, Wenbo Ding · Sep 2026 · arXiv
• SlotDiT: Object-Centric Representations for Diffusion Transformers
  Gjergj Plepi, Sven Behnke · Sep 2026 · arXiv
• VOR-Bench: A Human Perception-Driven Benchmark for Video Object Removal
  Haonan Huang, Tianrui Qiu, Xianghao Zang, Yinan Du, Zhixiang He, Chi Zhang, Hao Sun, Zhongjiang He, Tianwei Cao, Xuchong Zhang, Hongbin Sun, Kongming Liang, Zhanyu Ma · Sep 2026 · arXiv
• LynnReal-Omni: Native multi-modal Video Generation for Agentic Visual Workflows
  Xiaofeng Mao, Peijia Lin, Shaohao Rui, Yibo Zhang, Haibin Wan, Weijie Ma · Sep 2026 · arXiv
• VC-Attention: Value Smoothing and Softmax Casting for Low-bit Attention
  Xingyang Li, Dongyun Zou, Shining Zhang, Jiacheng Chen, Haocheng Xi, Lvmin Zhang, Jun-Yan Zhu, Song Han, Zhekai Zhang, Yujun Lin, Muyang Li · Sep 2026 · arXiv
• Query-Conditioned Spherical Centroid Aggregation for Multimodal Retrieval
  Ambuj Mehrish, Anindya Nag, Sebastiano Vascon · Sep 2026 · arXiv
• CrossDistill: Balancing Quality and Diversity via Trajectory-Level Hybrid Few-Step Distillation
  Yuxi Liu, Haoyu Li, Yixiang Cai, Tengxu Sun, Zekun Zhang, Baole Ai, Ang Wang, Jiamang Wang, Lin Qu, Kun Yuan, Kai Zhang · Sep 2026 · arXiv
• World-Action Models for Robot Learning and Control: A Survey
  Zuxing Lu, Hongjia Zhai, Guanzhi Wang, Huajian Zeng, Jiaqi Yang, Jingyu Liu, Lei Cheng, Yuantai Zhang, Yuheng Qiu, Zezhou Cheng, Ivan Laptev, Danfei Xu, Benjamin Riviere, Giuseppe Loianno, Eric Xing, Xingxing Zuo · Sep 2026 · arXiv
• Dynamic Learning Solutions: A System for Personalized Educational Video Generation
  Siddhanth Sridhar, Shreya Chaurasia, Baddela Sai Yaswantha Reddy, Deepak Parmar, Shylaja S S · Sep 2026 · arXiv
• SignMimic: Robust High-Quality Sign Language Motion Generation via Human-Shape-Oblivious Pose Transfer Guidance
  Zhewen He, Junyi Yu, Haomian Huang, Zhenhua Li, Yi Fang · Sep 2026 · arXiv
• Vidu S2: Real-Time Interactive, Editable, and Spatial Video Generation
  Jintao Zhang, Kai Jiang, Jintao Chen, Xu Wang, Deyuan Liu, Jungang Li, Dechuang Chen, Ming Lin, Jingjiang Zhou, Haopeng Jin, Qi Jia, Xiaohang Wang, Yaole Wang, Zhanqiang Zhang, Ran Li, Zhengkun Huang, Shuyue Xiong, Yuji Wang, Zikun Dai, Hui He, Yang Luo, Mang Ning, Weiqi Feng, Chengyang Ye, Xinyue Lin, Min Zhao, Hongzhou Zhu, Hengkai Tan, Zeyuan Wang, Chendong Xiang, Kaiwen Zheng, Zhijie Deng, Fan Bao, Jianfei Chen, Jun Zhu · Sep 2026 · arXiv
• Harnessing Intrinsic Subject-Aware Attention for Controllable Multi-Subject Video Generation
  Niange Yu, Ye Tian, Biaolong Chen, Miao Lu, Aixi Zhang, Hao Jiang, Yunhai Tong, Pipei Huang · Sep 2026 · arXiv
• CamPilot: A Multi-Agent Cinematic Assistant for Camera-Controlled Movie Generation
  Yang Wu, Stefano Petrangeli, Ishita Dasgupta, Yu Shen · Sep 2026 · arXiv
• From Evaluation to Enhancement: Benchmarking and Improving Think-with-Video Reasoning for Video Generative Models
  Meng Luo, Yicheng Liu, Jiahao Wang, Yuanxing Zhang, Xin Tao, Pengfei Wan, Kun Gai, Hao Fei · Sep 2026 · arXiv
• MindTopo: Can Foundation Models Reason in Topological Space?
  Yunfei Ge, Anbang Liu, Qineng Wang, Johnalbert Garnica, Jianwen Lyu, Zihan Wang, Reuben Tan, Jianfeng Gao, Ruohan Zhang, Yining Hong, Jiajun Wu, Manling Li · Sep 2026 · arXiv
• OmniHallu: Unified Hallucination Detection for Cross-Modal Comprehension and Generation in Multimodal Large Language Models
  Jianjiang Yang, Peihang Li, Shanqing Xu, Mengchen Qian, Lu Zhang, Meng Luo · Sep 2026 · arXiv
• Uncertainty DMD: Restoring Diversity in Few-Step Autoregressive Video Distillation
  Zixuan Duan, Xunzhi Xiang, Yabo Chen, Xin Zhang, Changhan Liu, Haibin Huang, Chi Zhang, Qi Fan, Xuelong Li · Sep 2026 · arXiv
• Decoupled Self-Forcing Distillation for Streaming Talking Head Generation
  Yanru An, Ruiyan Wang, Wenwu Wei, Rui Bu, Qi Wang, Hongwei Hu, Zhengxue Cheng, Rong Xie, Li Song, Wenjun Zhang · Sep 2026 · arXiv
• Kairos: A Dataset for Fine-Grained Video-Language Modeling over Space, Time, and Dynamics
  Ruibo Ming, Lei Sun, Deheng Zhang, He Zhang, Jialu Li, Jian Wang, Zhendong Li, Mengshun Hu, Danda Pani Paudel, Luc Van Gool, Jinjin Gu · Sep 2026 · arXiv
• VI-Bench: Benchmarking Prompt Inversion from AIGC Videos
  Wulin Xie, Rui Zhao, Kecen Li, Xiujin Liu, Bokang Zhang, Zheng Liu, Xinwen Hou, Chen Gong · Sep 2026 · arXiv
• Geodesic-informed Generative Diffusion Model For Topology-preserved Image Video Generation
  Nian Wu, Nivetha Jayakumar, Jiarui Xing, Miaomiao Zhang · Sep 2026 · arXiv
• Temporal State Transport in Video Generation: Diagnosing and Correcting Spectral Imbalance
  Luyao Tang, Bingjun Luo, Dong Yi, Jialin Guo, Haoning Xi, Cheng Chen, Yizhou Yu, Chaoqi Chen · Sep 2026 · arXiv
• SignRefine: Adapting Foundational Video Models for Sign Language Generation
  Anton Pelykh, Edward Fish, Ozge Mercanoglu Sincan, Richard Bowden · Sep 2026 · arXiv
• PhysFlow: Physics-Aware Optical Flow for Motion Controllable Video Generation
  Cong Wang, Hanxin Zhu, Yonglin Tian, Jiayi Luo, Ruiqi Song, Boyi Sun, Long Chen, Zhibo Chen · Sep 2026 · arXiv
• Beyond Coherence: Benchmarking Professional Editing-Technique Execution in Multi-Shot Audio-Video Generation
  Tianyi Zeng, Junchao Liao, Yujie Wei, Ziying Zhang, Litao Li, Tianyi Wang, Zhichao Wei, Shuyao Xu, Wenwen Qiang, Siyu Zhu, Zhenghao Zhang, Long Qin · Sep 2026 · arXiv
• Mask Forcing: Improving Autoregressive Video Diffusion Distillation via Dual-Noise Masking Rollout
  Zhuoran Zhao, Shengju Qian, Tongtong Liang, Xianghao Kong, Songchun Zhang, Junchao Huang, Guian Fang, Xin Wang, Pan Hui, Anyi Rao · Sep 2026 · arXiv
• PRG-Fusion: Orchestrating Generative Priors with Reconstruction Evidence for Driving View Synthesis
  Sipeng He, Jialei Chen, Zhen Fang, Dongchun Ren, Feng Zhao · Sep 2026 · arXiv
• DF26: We Cannot Tell Fake From Real Anymore
  Severyn Shykula, Andrii Yermakov, Ivan Samarskyi, Dmytro Mishkin, Jan Cech, Anastasiia Mishchuk · Sep 2026 · arXiv
• The Price of Consistency: Exploiting Visual Anchors for Multimodal Jailbreaking in Video Generation
  Peng Li, Qianqian Xu, Yangbangyan Jiang, Zhipeng Yu, Qingming Huang · Sep 2026 · arXiv
• Better Call CineCrew: Consistent Ultra-Long Narrative-to-Film Generation
  Jiaben Chen, Sixun Dong, Qinhong Zhou, Raine Ma, Zhiyang Dou, Wojciech Matusik, Chuang Gan · Sep 2026 · arXiv
• AV-SafetyBench: A Safety Benchmark for Text-to-Audio-Video Generation
  Suah Choi, Tae-Young Lee, Gyeong-Moon Park · Sep 2026 · arXiv
• BEACON: Behavior and Appearance Control for Subject-Specific Video Generation
  Pokrzywa Baptiste, Nabyl Quignon, Yara Bahram, Muhammad Osama Zeeshan, Antitza Dantcheva, Eric Granger · Sep 2026 · arXiv
• TourPhysics: Bringing Physics to World Models for Exploration and Manipulation from a Single Image
  Xin Zhang, Yabo Chen, Zixuan Duan, Haibin Huang, Chi Zhang, Feng Xu, Xuelong Li · Sep 2026 · arXiv
• ReaDiT Guidance: Control for Image and Video Generation using Diffusion Transformer Features
  Jay Mahajan, Chang Liu, Rauf Makharov, Viraj Shah, Alexander Schwing, Svetlana Lazebnik · Sep 2026 · arXiv