Flow Matching

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79 papers in the last four weeks, up 365% on the four weeks before. 0.8% of all new papers.

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  1. Residual Flow Matching with Dynamic Cross-Interaction for 3D Multi-Person Motion Prediction

    Aug 4, 2026Wei Wei, Yinyuan Zhao, Ruixuan YuFlow MatchingHuman Motion Prediction

    Shandong University

  2. Any-OPD: Heterogeneous On-Policy Distillation for Flow-Matching Models via Representation-Space Bridging

    Aug 4, 2026Siming Fu, Zheming Fu, Ruizhe He +7Flow MatchingDiffusion Model Distillation

    1Joy Future Academy · 2Zhejiang University

  3. GraspMeanFlow: SE(3)-Equivariant MeanFlow for Few-Step 6-DoF Grasp Generation

    Aug 4, 2026Jiyong Kwon, Yikun Bai, Amirhossein Mollaali +1Flow MatchingRobotic Grasping

    School of Mechanical Engineering, Purdue University · Department of Mathematics, Purdue University

  4. PFM-HR: Pose Flow Matching for Humanoid Robots

    Aug 4, 2026Yukang Gao, Yi Gu, Yangchen Zhou +9RL for RoboticsFlow Matching

    1HKUST(GZ) · 2Noitom Robotics · 4Google +1

  5. GROW: Group-Relative Advantage-Weighted On-Policy Reinforcement Learning of Autoregressive-Diffusion Text-to-Speech model

    Aug 4, 2026Guanrou Yang, Tian Tan, Qian Chen +8Flow MatchingTTS Synthesis

    Shanghai Jiao Tong University · Shanghai Innovation Institute · Independent Researcher +2

  6. SPARE: Structural Parameter-Free Affinity Regularization for Flow Matching

    Aug 3, 2026Zong-Wei Hong, Jinglun Li, Shen Zhang +3Diffusion Model AlignmentFlow Matching

    JIIOV Technology

  7. 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

  8. One-Sided Quantile Coupling for Flow Matching

    Aug 2, 2026Jin-Young Kim, So-Yoon Cho, Hyun-Gyoon KimFlow MatchingImage Generation

    Independent Researcher · Division of Finance & AI, Hankuk University of Foreign Studies · Dept. of Financial Engineering, Ajou University

  9. Unleashing the Power of Text: Text-Guided Flow Matching for Image Fusion under Complex Degradations

    Aug 1, 2026Axi Niu, Jieheng Li, Kang Zhang +3Flow MatchingMulti-Source Image Fusion

    School of Computer Science, Northwestern Polytechnical University, Xi'an, China · School of Computer Science, Northwestern Polytechnical University, Xi’an, Shaanxi, China · School of Electrical Engineering, KAIST, Daejeon, Republic of Korea +2

  10. Safe Vision Language Action Models via Barrier Enhanced Flow Matching

    Jul 31, 2026Kasra Sinaei, Hung-Chieh Wu, Donald EbeigbeFlow MatchingControl Barrier Functions

    The authors are with the Department of Electrical Engineering, The Pennsylvania State University

  11. Temporal Policy: History-Initialized Action Generation for Robotic Learning from Demonstration

    Jul 31, 2026Dylan Miller, Martin JagersandFlow MatchingRobot Policy Learning

    Department of Computing Science, University of Alberta, Canada

  12. Stable Autoregressive Speech Generation with Low-Frame-Rate High-Dimensional Continuous Tokens

    Jul 31, 2026Yi Luo, Rongzhi Gu, Jixun YaoFlow MatchingAudio Representation Learning

    ByteDance Seed · Work done during an internship at ByteDance Seed.

  13. FBFM: A Training-Free Asynchronous Feedback Mechanism for Flow-Matching in World-Action Models Execution

    Jul 31, 2026Peize Li, Ruimeng Zhang, Ru Zhang +3Flow MatchingWorld Models for Robotics

    DeepCybo · Zhongguancun Academy · Zhongguancun Institute of Artificial Intelligence +3

  14. FDIR: Harmonizing Fidelity and Human-Machine Preference in Lossy Compression Image Restoration

    Jul 31, 2026Kuan-Yen Chen, Fang-Yi Su, Philip Chikontwe +1Flow MatchingImage Restoration

    Department of Computer Science and Information Engineering, National Cheng Kung University, Tainan, Taiwan · Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA

  15. Conditioning Tree-Based Diffusions and Flows for Probabilistic Tabular Regression

    Jul 30, 2026Silas KoemenFlow MatchingGradient-Boosted Decision Trees

    Independent Researcher

  16. WaiT for the Signal: Simple Frequency-Aware Flow-Matching

    Jul 30, 2026Krunoslav Lehman Pavasovic, Théophane Vallaeys, Stéphane Mallat +4Flow MatchingImage Generation

    1FAIR, Meta · 2École Normale Supérieure, Paris · 3Sorbonne University, Paris

  17. SCMA: Structure-Conditioned and Metal-Aware Flow Matching for CT Metal Artifact Reduction

    Jul 30, 2026Heran Wang, Jianing Sun, Xu Jiang +3Flow MatchingImage Reconstruction

    School of Mathematical Sciences, Capital Normal University, Beijing 100048, China · College of Mathematics Science, Inner Mongolia Normal University, Hohhot 010022, China · National Center for Applied Mathematics Beijing, Capital Normal University, and the Academy for Multidisciplinary Studies, Capital Normal University, Beijing 100048, China

  18. Enhancing Irregular Time Series Forecasting with Continuous-Time Modeling Framework

    Jul 30, 2026Tianen Shen, Zhengyu Li, Yutong Li +4Irregular Time-Series ModelingMultivariate Time Series Forecasting

  19. Flow Matching with Missing Data

    Jul 30, 2026Fairoz Nower Khan, Nabuat Zaman Nahim, Peizhong JuFlow MatchingIncomplete Data Imputation

    Department of Computer Science, University of Kentucky

  20. The Geometry of Flow-Matching Uncertainty: A Cost-free Uncertainty Proxy and Its Application in Flow-based VLA Failure Detection

    Jul 30, 2026Ziyang Rao, Yiren Zhao, Weiyu Guo +3Flow MatchingUncertainty Estimation for VLA Models

    1HKUST(GZ) 2HKUST 3CUHK 4AI² Roboticss

  21. SE(3)-MeanFlow: Few-Step Protein Backbone Generation on Lie Groups

    Jul 29, 2026Yikun Bai, Binghang Lu, Yikai Liu +7Flow MatchingLie Group Methods

    Department of Mathematics, Purdue University · School of Electrical and Computer Engineering, Purdue University · Department of Biochemistry, Purdue University +5

  22. Noise-Robust Conditional Flow Matching: Generating Clean Samples from Noisy Datasets

    Jul 28, 2026Adrian Urbański, Gabriel della Maggiora, Artur YakimovichFlow MatchingImage Generation

    Center for Advanced Systems Understanding (CASUS), Görlitz, Germany · Helmholtz-Zentrum Dresden-Rossendorf e. V. (HZDR), Dresden, Germany · Institute of Computer Science, University of Wrocław, Wrocław, Poland +2

  23. πR2π\mathbf{R}^2: Reactive Real-time Flow Policies

    Jul 28, 2026Sungjae Park, Shubham TulsianiRobotic ControlFlow Matching

    Carnegie Mellon University

  24. Can Deep Generative Models Reproduce Non-Stationary Gaussian Random Fields?

    Jul 28, 2026Daniel Kua, Yan SongVariational AutoencodersFlow Matching

    Department of Statistics, University of British Columbia

  25. When Can You Correct Distribution Drift in Temporal Graph Generation? A Sharpening--Drift Tension and an Impossibility for Observation-Based Correction

    Jul 27, 2026Tianpeng Li, Xuan Guo, Wenjun Wang +2Flow MatchingDistribution Shift

    College of New Media and Communication, Tianjin University · School of Artificial Intelligence, Tianjin University · School of Cyberspace Security,Hangzhou Dianzi University

  26. Joint Flow Matching for Generator-Consistent Classification

    Jul 27, 2026Hayden McAlister, Lech SzymanskiFlow MatchingContinuous Normalizing Flows

    School of Computing University of Otago Dunedin, New Zealand

  27. 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

  28. Restoration Flow Matching-Based Channel Refinement and Equalization Correction for MIMO Semantic Communications

    Jul 26, 2026Wenkai Liu, Nan Ma, Jianqiao Chen +3Flow MatchingSemantic Communication

    State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing 100876, China · ZGC Institute of Ubiquitous-X Innovation and Applications, Beijing 100876, China · Cooperative Medianet Innovation Center (CMIC) and the Department of Electronic Engineering, Shanghai Jiao Tong University, Shanghai 200240, China

  29. Logit-Coordinate Generative Models for Mixed Continuous-Categorical Tabular Data

    Jul 25, 2026Yuefei Shen, Xiaotong ShenFlow MatchingSynthetic Tabular Data Generation

    School of Statistics, University of Minnesota

  30. FMOPF: Latent Flow Matching with Constraint-Aware Interaction Priors for AC Optimal Power Flow

    Jul 24, 2026Zhilin HuangConstrained Generative ModelingFlow Matching

    China Southern Power Dispatching and Control Center, China Southern Power Grid