One-Step Generative Modeling

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16 papers in the last four weeks, against 1 the four weeks before. 0.2% of all new papers.

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  1. Evolutionary One-Step Generators: Fast and Diverse Sampling for Discrete Design

    Oct 6, 2026Marcus Vukojevic, Erik Nielsen, Veronica Lachi +2Constrained Generative ModelingGraph Generation

    University of Trento, Italy · UiT The Arctic University of Norway, Tromsø, Norway

  2. Sphere Encoder 2

    Oct 1, 2026Kaiyu Yue, Sean McLeish, Ruchit Rawal +3AutoencodersImage Generation

    University of Maryland · Lawrence Livermore National Laboratory · Cornell University

  3. Discrete Wasserstein Flows for One-Step Generative Modeling

    Oct 1, 2026Alessandro Micheli, Andrea Zerio, Samir BhattWasserstein Gradient FlowsOne-Step Generative Modeling

    Imperial College London London, United Kingdom · Department of Computer Science, Aalborg University, Copenhagen, Denmark; Centre for Frontier AI Research (CFAR), Institute of Advanced Intelligence and Computing (IAIC), A*STAR, Singapore · University of Copenhagen Copenhagen, Denmark

  4. One-Step Generative Modeling via Training Dynamics Action

    Sep 30, 2026Zhangyong Liang, Ying Huang, Haibin LingImage GenerationOne-Step Generative Modeling

    Department of Artificial Intelligence, Westlake University · Hangzhou Normal University

  5. Gumbel Straight Flow: Distilling Autoregressive Models into One-step Flow Maps

    Sep 30, 2026Yeongmin Kim, Arnaud Doucet, Andrew Campbell +3Non-Autoregressive Text GenerationOne-Step Generative Modeling

    Google DeepMind · Work done as a Student Researcher at Google DeepMind Amsterdam

  6. PMosFM: Preconditioned Manifold Matching for One-Step Physics-Constrained Generation

    Sep 30, 2026Zhangyong Liang, Haibin LingConstrained Generative ModelingPhysics-Informed Generative Modeling

    Department of Artificial Intelligence Westlake University

  7. RW-Flow: One-Step Generation on Compact Manifolds via Wasserstein Gradient Flows

    Sep 30, 2026Ualibyek Nurgulan, Seungwoo Yoo, Prin Phunyaphibarn +1Wasserstein Gradient FlowsOne-Step Generative Modeling

    KAIST

  8. RetroGEF: Dynamic Graph Edit Flow for Single-Step Retrosynthesis

    Sep 29, 2026Xiaozhuang Song, Xuemin Chen, Xinjian Zhao +2One-Step Generative ModelingMolecular Generation

    The Chinese University of Hong Kong, Shenzhen · Shanghai AI Laboratory

  9. Unifying Distributional Training for One-Step Visual Generation

    Sep 28, 2026Chi Zhang, Shi Haoyang, Yueyi Liu +9Gaussian Mixture ModelsT2I Generation

    Tsinghua University · Fudan University · Xi’an Jiaotong University +4

  10. One-Step Generative Surrogate Models via Block-Triangular Joint Drifting

    Sep 22, 2026Nicholas Geissler, Shreya Jha, Ricardo Baptista +1Surrogate ModelingOne-Step Generative Modeling

    Courant Institute of Mathematical Sciences, New York University · Statistical Sciences, University of Toronto · Institute of Mathematics, EPFL

  11. Stochastic Flow Map for Count Data

    Sep 20, 2026Ganchao WeiSynthetic Data GenerationOne-Step Generative Modeling

    Flatiron Institute New York, NY 10010, USA

  12. MedPCFM-TED: One-Step Point Cloud Flow Matching for Implant Generation via Teacher-Guided Endpoint Distillation

    Sep 15, 2026Kamil Kwarciak, Marek WodzinskiFlow MatchingOne-Step Generative Modeling

    Department of Measurement and Electronics, AGH University of Krakow, Krakow, Poland · Sano Centre for Computational Medicine, Krakow, Poland

  13. Discrete Beckmann Transport Models for One-Step Language Modeling and Reasoning

    Sep 14, 2026Sophia Tang, Shiyi WangOne-Step Generative ModelingFlow-Based Generative Modeling

    University of Pennsylvania · Harvard University · Kempner Institute +1

  14. Convergence rates for generative drifting flows: fixed-scale obstructions and multihead acceleration

    Sep 14, 2026Arthur Stéphanovitch, Eddie AamariOne-Step Generative ModelingGenerative Modeling

    Centre de recherche en économie et statistique · ENSAE, IP Paris · Département de Mathématiques et Applications +1

  15. DriftSE: Speech Enhancement with Generative Drifting

    Sep 14, 2026Liang Xu, Diego Caviedes-Nozal, W. Bastiaan Kleijn +2One-Step Generative ModelingSpeech Enhancement

    Victoria University of Wellington, New Zealand · GN Advanced Science, Denmark · Lincoln University

  16. CyFM: Cylindrical Optimal Transport for Few-Step Complex-Valued Flow Matching

    Sep 12, 2026Marcel Musiałek, Iga Wolanin, Damian Ryczko +2Flow MatchingOne-Step Generative Modeling

    Wrocław University of Science and Technology Wrocław, Poland

  17. uFlowCSP: Crystal Structure Prediction using Mean flow generative models

    Sep 9, 2026Sourin Dey, Dipannoy Das Gupta, Lai Wei +2Crystal Structure PredictionOne-Step Generative Modeling

    Department of Computer Science and Engineering University of South Carolina Columbia, SC 29201 · Department of Computer Science and Cybersecurity University of North Georgia Columbia, SC 29201

  18. Reward-guided Fine-Tuning of One-Step Generative Models via Wasserstein Gradient Flow

    Aug 30, 2026Hoseong Hwang, Woorim Han, Joungin Chun +2Image GenerationOne-Step Generative Modeling

    Sungkyunkwan University, Seoul, Republic of Korea · Korea Institute for Advanced Study, Seoul, Republic of Korea

  19. Second Order Drifting Models

    Aug 8, 2026Drake Brown, Yuhao Huang, Shih-Hsin Wang +1One-Step Generative ModelingDrifting Models

    Department of Mathematics Scientific Computing and Imaging (SCI) Institute University of Utah

  20. Rethinking Pixel Mean Flows via Interval Denoiser

    Aug 5, 2026Alexander Zaytsev, Dmitry Baranchuk, Alexander Korotin +1Flow MatchingImage Generation

    HSE University · Yandex Research · Applied AI Institute +2

  21. Beckmann Transport Models: From Autonomous Flows to One-Step Maps

    Aug 3, 2026Lee Cheuk-Kit, Florentin Coeurdoux, Yuyuan Chen +5Flow MatchingOne-Step Generative Modeling

    1Harvard University · 2Capital Fund Management · University of Pennsylvania +2

  22. Amortized Moment Matching for Visual Generation

    Jul 29, 2026Wenze Liu, Xintao Wang, Pengfei Wan +1One-Step Generative ModelingDistribution Matching

    MMLab, CUHK · Work done at Kuaishou Technology. · Kling Team, Kuaishou Technology

  23. GenSplatCodec: Feed-Forward Gaussian Splatting Compression via One-Step Diffusion

    Jul 27, 2026Qiang Hu, Zhenlong Wu, Lei Huang +33DGS Compression3D Gaussian Splatting

    Cooperative Medianet Innovation Center, Shanghai Jiao Tong University, Shanghai, 200240, China

  24. Escaping the Euclidean Void: Manifold-Informed Flow Matching for Sequential Recommendation

    Jul 26, 2026Dengzhao Fang, Jingtong Gao, Yu Li +2Flow MatchingSequential Recommendation

    Jilin University · City University of Hong Kong

  25. WhereEdit: Mask-aware Local Latent Editing for One-Step Image Editing

    Jul 23, 2026Ming Hu, Mingyu Dou, Jianfu Yin +5Text-Guided Image EditingOne-Step Generative Modeling

    Xi’an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences · University of Chinese Academy of Sciences · Zhongnan Hospital of Wuhan University +1

  26. ROMS-IMLE: A Minimalist Approach to Competitive Single-Step Generative Modelling

    Jul 21, 2026Chirag Vashist, Ke LiImage GenerationOne-Step Generative Modeling

    APEX Lab · Simon Fraser University · Simon Fraser University, Amii and CIFAR

  27. Three-Body Scattering for Generative Modeling

    Jul 20, 2026Peng Sun, Zhenglin Cheng, Deyuan Liu +3One-Step Generative ModelingDistribution Matching

    Westlake University · Zhejiang University · University College London

  28. From Draft to Draft-Free: One-Step Video Object Removal via Privileged Distillation and Fast Planting

    Jul 16, 2026Zizhao Chen, Ping Wei, Guang Dai +2Video Diffusion ModelsDiffusion Model Distillation

    State Key Laboratory of Human-Machine Hybrid Augmented Intelligence, Institute of Artificial Intelligence and Robotics, Xi’an Jiaotong University · SGIT AI Lab, State Grid Corporation of China · Baidu +1

  29. FdAudio: MeanFlow-Anchored Fréchet-Distance Post-Training for One-Step Text-to-Audio Generation

    Jul 11, 2026Kuan-Po Huang, Bo-Ru Lu, Ho-Lam Chung +2Text-to-Audio GenerationFlow Matching

    National Taiwan University · Amazon

  30. DriftST: One-Step Generative Inference of Spatial Transcriptomics from H&E Histology

    Jul 6, 2026Yuhang Yang, Yonggan Bu, Shengyuan Zhou +2Computational PathologySpatial Transcriptomics

    University of Science and Technology of China, Hefei, China · Peking University Cancer Hospital, Beijing, China