Single-Step Video Generation

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11 papers2 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

  1. DuoMatching: Joint-Marginal Distribution Matching for Few-Step Video Generation

    Oct 2, 2026Jiahao Zhan, Yan Wang, Yongrui Ma +5Single-Step Video GenerationStreaming Video Generation

    MMLab, CUHK · ByteDance Inc. · HKUST +1

  2. Uncertainty-Aware Consistency Distillation for Few-Step Video Generation

    Sep 30, 2026Lingyu Liu, Yaxiong Wang, Li Zhu +1Video Diffusion ModelsFew-Step Diffusion Sampling

    School of Software Xi’an Jiaotong University Xi’an, China. · School of Computer and Information Science Hefei University of Technology Hefei, China. · Faculty of Science and Technology, and Institute of Collaborative Innovation University of Macau Macau, China.

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

    Sep 3, 2026Byeongjun Park, Byung-Hoon Kim, Hyungjin ChungFlow MatchingCamera-Controlled Video Generation

    EverEx · Yonsei University · Korea University

  4. ForgeWM: Progressive Causal Training for Few-Step Action-Conditioned Video World Models

    Aug 14, 2026Xinye Li, Lingshuai Lin, Lei Wang +8Single-Step Video GenerationVideo World Models

    CUHK · Tencent PCG · FDU +2

  5. Alaya-EVOKE: From Linear-Scaling Supervision to Endless World

    Aug 13, 2026Yuanyang Yin, Gongxuan Wang, Yifan Zhan +3Open-Ended GenerationLong-Horizon Video Generation

    MoE Key Lab of BIPC, USTC · Shanghai Innovation Institute · Alaya Lab

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

    Aug 10, 2026Zian Li, Litong Gong, Borui Liao +6Video Diffusion ModelsDiffusion Model Distillation

    Institute for Artificial Intelligence, Peking University, Beijing, China · School of Intelligence Science and Technology, Peking University, Beijing, China · *Work done as an intern at Alibaba Group +3

  7. LeapTalk: Breaking the Latency-Quality Trade-off in Talking Head Generation

    Jul 29, 2026Rongxiang Zhang, Songhua LiuAudio-Video GenerationDiffusion Model Distillation

    School of Artificial Intelligence, Shanghai Jiao Tong University · 2Harbin Institute of Technology

  8. AAD-1: Asymmetric Adversarial Distillation for One-Step Autoregressive Video Generation

    Jun 2, 2026Haobo Li, Yanhong Zeng, Yunhong Lu +6Image-to-Video GenerationAutoregressive Video Generation

    AutoLab, SAI, SJTU · Ant Group · Department of Automation, Tsinghua University +2

  9. One-Forcing: Towards Stable One-Step Autoregressive Video Generation

    May 22, 2026Jiaqi Feng, Justin Cui, Yuanhao Ban +1Autoregressive Video GenerationOne-Step Generative Modeling

    Tsinghua University · UCLA

  10. Adaptive Video Distillation: Mitigating Oversaturation and Temporal Collapse in Few-Step Generation

    Mar 23, 2026Yuyang You, Yongzhi Li, Jiahui Li +3Single-Step Video GenerationDiffusion Model Distillation

    Peking University · Kuaishou Technology

  11. FlashMotion: Few-Step Controllable Video Generation with Trajectory Guidance

    Mar 12, 2026Quanhao Li, Zhen Xing, Rui Wang +4Single-Step Video GenerationTrajectory-Guided Video Generation

    Institute of Trustworthy Embodied AI, Fudan University · Shanghai Key Laboratory of Multimodal Embodied AI · Microsoft Research Asia