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. 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

  2. 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

  3. 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

  4. 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

  5. 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

  6. STEREOFLOW: Progressive Stereo Matching with StereoDiT and Transition Flow Matching

    Jul 22, 2026Hao Wang, Haoran Geng, Xiaotong Yang +7Flow MatchingDiffusion Transformer

    School of Computer Science and Engineering, Beihang University, Beijing 100191, China · Google · State Key Laboratory of Intelligent Manufacturing Equipment and Technology, Huazhong University of Science and Technology, Wuhan 430074, China +3

  7. Latent Riemannian Flow Matching for Geometry-Grounded 3D Foundation Models

    Jul 21, 2026Lisa Weijler, Irene Ballester, Guofeng Mei +23D Foundation ModelsFlow Matching

    TU Wien · Fondazione Bruno Kessler · Imperial College London

  8. GEqTrain: A Configuration-Driven Framework for Retargeting Equivariant Graph Neural Networks Across 3D Scientific Tasks

    Jul 21, 2026Daniele Angioletti, Marco Nobile, Vittorio LimongelliFlow MatchingGenerative Modeling

    Faculty of Biomedical Sciences, Euler Institute, Universit´a della Svizzera italiana, 6900 Lugano, Switzerland

  9. Learning Standard Model structure from LHC data with Riemannian flow matching

    Jul 17, 2026Midori Kato, Kevin A. Urquía-Calderón, Inar Timiryasov +1Constrained Generative ModelingFlow Matching

    Niels Bohr Institute, University of Copenhagen, Jagtvej 155A, DK-2200, Copenhagen, Denmark

  10. TanGO: Training-Free 3D Editing via Tangent-Space Guidance and Optimization

    Jul 16, 2026Siwoo Lim, Sunjae Yoon, Gwanhyeong Koo +2Flow Matching3D Shape Editing

    Korea Advanced Institute of Science and Technology, Daejeon, Republic of Korea · Chung-Ang University, Seoul, Republic of Korea

  11. BridgeFlow: Fast and Robust SE(2)-Equivariant Motion Planning with Flow Matching

    Jul 16, 2026Xinzhe Zhou, Xuyang Wang, Xiaoming Duan +1Flow MatchingMotion Planning

    †All authors are with the School of Automation and Intelligent Sensing, Shanghai Jiao Tong University, Shanghai, China.

  12. Reflex: Real-Time VLA Control through Streaming Inference

    Jul 16, 2026Yuanchun Guo, Bingyan LiuFlow MatchingKV Caching

    School of Computer Science, Beijing University of Posts and Telecommunications, Beijing, China.

  13. Trajectory-Aware Flow Matching for Topology Optimisation

    Jul 16, 2026Shusheng Xiao, Jinshuai Bai, Hyogu Jeong +3Topology OptimizationFlow Matching

    School of Mechanical, Medical and Process Engineering, Queensland University of Technology, Brisbane, 4000, QLD, Australia · Institute of Biomechanics and Medical Engineering, AML, Department of Engineering Mechanics, Tsinghua University, Beijing, 100084, China · State Key Laboratory of Advanced Environmental Technology, Guangzhou Institute of Geochemistry, Chinese Academy of Sciences, Guangzhou, 510640, China +1

  14. NavCMPO: Critic-Guided MeanFlow Policy Optimization for Adaptive Navigation

    Jul 16, 2026Junjie An, Yi Wu, Xiao Liu +5Flow MatchingRobot Policy Adaptation

    Zhejiang University, Hangzhou, China · Shandong University

  15. ConFlow: Constraints-Guided Learning with Flow Matching for Motion Generation

    Jul 15, 2026Nutan Chen, Jianxiang Feng, Marvin Alles +1Constrained Generative ModelingFlow Matching

    LS Wiiri Robot Innovation Center · Independent Researcher · Technical University of Munich +1

  16. Lyapunov Guidance: A Unified Framework for Stabilizing Generative Flows

    Jul 15, 2026Jingdong Zhang, Xinze Li, Yize Jiang +3Flow MatchingLyapunov-Based Control

    Department of Mathematics and I-X, Imperial College London, London, United Kingdom · MicroCyto, Beijing, China · Research Institute of Intelligent Complex Systems, Fudan University, Shanghai, China +1

  17. Heavy-Tailed Flow Matching via Random Clocks

    Jul 15, 2026Zhouhao Yang, Yezhen Wang, Kenji Kawaguchi +2Flow MatchingHeavy-Tailed Noise

    Department of Applied Mathematics and Statistics, Johns Hopkins University. · School of Computing, National University of Singapore. · Department of Computer Science, Johns Hopkins University.

  18. RFMSR: Residual Flow Matching for Image Super-Resolution

    Jul 14, 2026Shuwei Huang, Tianyao Luo, Jicheng Liu +2Flow MatchingImage Super-Resolution

    Huazhong University of Science and Technology · Wuhan University

  19. The Geometry of Memorization: Finite-Time Spectral Sensitivity as a Diagnostic for Flow Matching Models

    Jul 14, 2026Shuchan WangFlow MatchingNeural Network Memorization

  20. DiTailed: Ensuring Visual Object Consistency in Text-Image-to-Image Flow Matching Models

    Jul 14, 2026Francesco Taioli, Daniel Coelho, Iaroslav Melekhov +4Flow MatchingText-Guided Image Editing

    Amazon · Faculty

  21. Contrastive-Augmented Flow Matching for Style-Content Disentanglement

    Jul 14, 2026Yusong Li, Pingchuan Ma, Ming Gui +2Flow MatchingDisentangled Representation Learning

    Computer Vision & Learning Group at the University of Munich

  22. Velocity Scheduled Flow Matching

    Jul 13, 2026Vitalii BondarFlow MatchingConditional Flow Matching

    Cherkasy State Technological University Cherkasy, Ukraine

  23. FlowPET: Physics-Informed Symplectic Flow Matching for Low-Count PET Reconstruction

    Jul 13, 2026Zheng Zhang, Hao Tang, Yingying Hu +2Flow MatchingImage Reconstruction

    Centre for Smart Health, The Hong Kong Polytechnic University, Hong Kong, China · Department of Nuclear Medicine, Sun Yat-sen University Cancer Center, Guangzhou, China · Research Center for Medical AI, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China

  24. LATO.2: Factorized 3D Mesh Generation with Vertex and Topology Flow

    Jul 12, 2026Hang Long, Tianhao Zhao, Junkai Lin +7Flow Matching3D Mesh Generation

    Huazhong University of Science and Technology · Meshy AI · Independent Researcher +1

  25. SUREFlow: State-space Uncertainty-aware REsidual Flow Matching for Robust Robot Manipulation

    Jul 11, 2026Md Tanvir Islam, Sai Navaneet Peddapalli, Sangmoon Lee +1Flow MatchingUncertainty Estimation for VLA Models

    School of Electronic and Electrical Engineering, Kyungpook National University, Daegu 41566, Republic of Korea

  26. 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

  27. Source-Lifted Flow Matching for Intervenable Multimodal Imitation

    Jul 11, 2026He Zhang, Ying Sun, Ziyang Chen +6Robotic ControlFlow Matching

    The Hong Kong University of Science and Technology (Guangzhou) · AI2 Robotics

  28. Joint Discrete-Continuous Flow Matching for Open-Vocabulary Inverse Design of Multilayer Optical Coatings

    Jul 9, 2026Zhiyi Li, Yuheng Jin, Yidan Huang +3Flow MatchingInverse Design

    School of Electronic Science and Engineering (National Model Microelectronics College), Xiamen University, Fujian, 361005, China. · 2Fujian Key Laboratory of Ultrafast Laser Technology and Applications, Xiamen University, Xiamen, 361005, China.

  29. Stability of Flow Models for Graph Signals

    Jul 8, 2026Martin Schmidt, Gonzalo MateosGraph Signal ProcessingFlow Matching

    Dept. of Electrical and Computer Engineering, University of Rochester, Rochester, NY 14627, USA

  30. Flow-ERD: Agent-type Aware Flow Matching with Entropy-Regularized Distillation for Diverse Traffic Simulation

    Jul 8, 2026Seulbin Hwang, Kiyoung Om, Daejung Kim +1Autonomous Driving BenchmarksFlow Matching

    NAVER LABS Corp., Republic of Korea