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

  31. Generative wave propagator

    Jul 5, 2026Shijun Cheng, Tariq AlkhalifahPDE Surrogate ModelingOne-Step Generative Modeling

    Division of Physical Science and Engineering King Abdullah University of Science and Technology Thuwal 23955-6900, Saudi Arabia

  32. High-Fidelity One-Step Generative Visuomotor Policy via Recursive Correction, Frequency Consistency, and Contrastive Flow Matching

    Jul 4, 2026Yuran Chen, Xinye Cai, Zhonglin Gong +1Flow MatchingVisuomotor Policy Learning

    School of Safety Science and Engineering, Anhui University of Science and Technology, Huainan 232001, China · State Key Laboratory of Digital Intelligent Technology for Unmanned Coal Mining, Anhui University of Science and Technology, Huainan 232001, China · School of Artificial Intelligence, Anhui University of Science and Technology, Hefei 231131, China

  33. Representation Distribution Matching for One-Step Visual Generation

    Jul 2, 2026Lan Feng, Wuyang Li, Eloi Zablocki +2Maximum Mean DiscrepancyOne-Step Generative Modeling

    1EPFL, Switzerland · 2Valeo.ai, France · 3Sorbonne Universit´e, France

  34. Self-conditioned Flow Map Language Models via Fixed-point Flows

    Jul 1, 2026Jaehoon Yoo, Wonjung Kim, Floor Eijkelboom +4Normalizing FlowsOne-Step Generative Modeling

    KAIST · University of Amsterdam · Carnegie Mellon University

  35. One-Step Flow Matching for Generative Modeling of Path-Dependent Physical Fields

    Jun 22, 2026Yijing Zhou, Jasmin JelovicaFlow MatchingStructural Mechanics

    aDepartment of Mechanical Engineering, The University of British Columbia, Vancouver, Canada · bDepartment of Civil Engineering, The University of British Columbia, Vancouver, Canada

  36. NullFlow: One-Step Generative Reconstruction

    Jun 21, 2026Xiao Shi, Edward P. Chandler, Chicago Y. Park +2Flow MatchingImage Reconstruction

    Computational Imaging Group (CIG) · Washington University in St. Louis

  37. CrossFlow: One-Step Generation Across Latent and Pixel Spaces

    Jun 18, 2026Xiyuan Wang, Xiao Zhang, Yang Li +4Flow MatchingLatent Diffusion Models

    Institute for Artificial Intelligence, Peking University · Tencent · Fudan University

  38. Rethinking One-Step Image Editing through ChordEdit: Reproduction, Simplification, and New Insights

    Jun 12, 2026Minghan Li, Jeremy Moebel, Mengyu WangText-Guided Image EditingOne-Step Generative Modeling

    Harvard AI and Robotics Lab

  39. Mean Flow Distillation: Robust and Stable Distillation for Flow Matching Models

    Jun 9, 2026An Zhao, Shengyuan Zhang, Zhongjian Sun +5Flow MatchingOne-Step Generative Modeling

    College of Computer Science and Technology, Zhejiang University, Zhejiang, China · School of Software Technology, Zhejiang University, Zhejiang, China · Princeton University, Princeton, USA +1

  40. MeCo: One-Step MeanFlow-based Corrector for Multi-Channel Speech Separation

    Jun 8, 2026Dohwan Kim, Jung-Woo ChoiFlow MatchingMeanFlow

    School of Electrical Engineering, KAIST, Daejeon, Republic of Korea

  41. SwiftVR: Real-Time One-Step Generative Video Restoration

    Jun 8, 2026Jiaqi Yan, Xiangyu Chen, Xinlin Zhong +5Video Diffusion ModelsOne-Step Generative Modeling

    State Key Laboratory of Internet of Things for Smart City, Department of Computer and Information Science, University of Macau · Institute of Artificial Intelligence (TeleAI), China Telecom · State Key Laboratory for Novel Software Technology, Nanjing University

  42. Vault: One-Step Latent Generation with Positive-Anchored Rewards for Autonomous Driving

    Jun 4, 2026Yining Xing, Zehong Ke, Zhiyuan Liu +1End-to-End Autonomous DrivingOne-Step Generative Modeling

  43. SB-RF: Schrödinger Bridge Rectified Flow for One-Step Robust Speech Enhancement

    Jun 4, 2026Caixia Lu, Xueyang Lv, Penglong Hu +1Rectified FlowSchrödinger Bridges

  44. CaloTrilogy: Toward a Breakthrough in One-Step, End-to-End, Physics-Guided Shower Generation for Modern Calorimeters

    Jun 2, 2026Cheng Jiang, Sitian Qian, Kevin Pedro +3Physics-Informed Generative ModelingFlow Matching

    School of Physics and Astronomy, University of Edinburgh, Edinburgh EH9 3FD, United Kingdom · Department of Physics, University of Wisconsin-Madison, Madison, WI 53706, USA · Fermi National Accelerator Laboratory, Batavia, IL 60510, USA +2

  45. Optimal Transport Flow Matching by Design

    Jun 2, 2026Shimon Malnick, Matan Rusanovsky, Ohad Fried +1Flow MatchingOne-Step Generative Modeling

    1Tel Aviv University · 2Reichman University

  46. MariData: One-Step Unpaired Image Translation for Maritime Environments

    Jun 2, 2026Santeri Henriksson, Mehdi Asadi, Amin Majd +1Image-to-Image TranslationSynthetic Data Generation

    AIS Lab, Turku University of Applied Sciences, Turku, Finland

  47. Drifting Preference Optimization for One-Step Generative Models

    Jun 1, 2026Zhou Jiang, Yandong Wen, Zhen LiuDiffusion Model AlignmentOne-Step Generative Modeling

    Westlake University · The Chinese University of Hong Kong, Shenzhen

  48. Training-free image inversion for one-step diffusion models

    May 31, 2026Tao Wu, Senmao Li, Yaxing Wang +3Diffusion Model InversionText-Guided Image Editing

    Computer Vision Center, Universitat Autonoma de Barcelona, Barcelona, 08193, Spain · Mohamed bin Zayed University of Artificial Intelligence (MBZUAI), Abu Dhabi, United Arab Emirates · Jilin University, 130012, Changchun, Jilin, China +3

  49. Generate in Reconstruction Space, Match in Semantic Space: Transport Geometry for One-Step Generation

    May 30, 2026Hugues Van Assel, Edward De Brouwer, Saeed Saremi +2One-Step Generative ModelingDistribution Matching

    Genentech

  50. Midpoint Generative Models

    May 28, 2026Daniil Shlenskii, Nikita Gushchin, Lev Novitskiy +2Flow MatchingStochastic Interpolants

    1AXXX, Russia · 2Applied AI Institute, Russia · 3Kandinsky Lab, Russia

  51. Chreode: A Cell World Model for One-Step Temporal Dynamics and Perturbation Prediction

    May 27, 2026Mufan Qiu, Genhui Zheng, Yinuo Xu +4World Model LearningLatent Dynamics Modeling

    University of North Carolina at Chapel Hill · The University of Texas at Austin · University of Pennsylvania

  52. Recursive Flow Matching

    May 26, 2026Jiahe Huang, Sihan Xu, Sharvaree Vadgama +1Neural Surrogate ModelingFlow Matching

    University of California, San Diego · University of Michigan

  53. Cross-scale Aligned Supervision for Training GANs

    May 26, 2026Sangeek Hyun, MinKyu Lee, Jae-Pil HeoConditional Image GenerationOne-Step Generative Modeling

    Sungkyunkwan University

  54. DriftingMol: Decoder-Coupled Drift for One-Pass Property-Conditional Molecular Generation

    May 24, 2026Jiangjie Qiu, Yijun Li, Wentao Li +1One-Step Generative ModelingMolecular Generation

    Beijing Key Laboratory of Artificial Intelligence for Advanced Chemical Engineering Materials

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

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

    Tsinghua University · UCLA

  56. Finite-Particle Convergence Rates for Conservative and Non-Conservative Drifting Models

    May 21, 2026Krishnakumar BalasubramanianOne-Step Generative ModelingDrifting Models

    Department of Statistics, University of California, Davis

  57. On the Regularity and Generalization of One-Step Wasserstein-guided Generative Models for PDE-Induced Measures

    May 20, 2026Likun Lin, Zhongjian Wang, Jack Xin +1One-Step Generative ModelingOptimal Transport

    Department of Mathematics, The University of Hong Kong, Pokfulam Road, Hong Kong SAR, P.R. China. · Division of Mathematical Sciences, School of Physical and Mathematical Sciences, Nanyang Technological University, Singapore 637371. · Department of Mathematics, University of California at Irvine, Irvine, CA 92697, USA. +1

  58. Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL

    May 18, 2026Junyi Wu, Weijian Luo, Haoyang Zheng +2Diffusion Model AlignmentOne-Step Generative Modeling

    Purdue University · hi-lab, Xiaohongshu Inc.

  59. DCFold: Efficient Protein Structure Generation with Single Forward Pass

    May 18, 2026Zhe Zhang, Yuanning Feng, Yuxuan Song +3Protein Structure PredictionAI-Assisted Scientific Research

    Institute for AI Industry Research (AIR), Tsinghua University · Department of Computer Science and Technology, Tsinghua University · School of Computer Science and Technology, Huazhong University of Science and Technology +1

  60. A Unified Framework for Data-Free One-Step Sampling via Wasserstein Gradient Flows

    May 18, 2026Chenguang Wang, Tianshu YuWasserstein Gradient FlowsOne-Step Generative Modeling

    School of Data Science The Chinese University of Hong Kong, Shenzhen