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. Training Flow Matching: The Role of Weighting and Parameterization

    Mar 6, 2026Anne Gagneux, Ségolène Martin, Rémi Gribonval +1Flow MatchingAdaptive Loss Weighting

    ENS de Lyon, CNRS, Universit´e Claude Bernard Lyon 1, Inria, LIP, UMR 5668, France · Technische Universität Berlin, Germany · Inria, ENS de Lyon, CNRS, Universit´e Claude Bernard Lyon 1, LIP, UMR 5668, France

  2. Efficient Flow Matching for Sparse-View CT Reconstruction

    Feb 27, 2026Jiayang Shi, Lincen Yang, Zhong Li +3Flow MatchingSparse-View CT Reconstruction

    Centrum Wiskunde en Informatica · LIACS, Leiden University · Great Bay University +1

  3. Entropy-Controlled Flow Matching

    Feb 25, 2026Chika MaduabuchiFlow MatchingFlow-Based Generative Modeling

    William & Mary, Williamsburg, VA, USA

  4. Native Extrapolation Awareness in Flow-Based Conditional Generation

    Feb 13, 2026Constantinos Tsakonas, Serena Ivaldi, Jean-Baptiste MouretFlow MatchingFlow-Based Generative Modeling

    Inria, Université de Lorraine, CNRS, Loria Nancy, France

  5. FAIL: Flow Matching Adversarial Imitation Learning for Image Generation

    Feb 12, 2026Yeyao Ma, Chen Li, Xiaosong Zhang +2Flow MatchingConditional Image Generation

    Shanghai Jiao Tong University · Xi’an Jiaotong University · Tencent

  6. Learning on the Manifold: Unlocking Standard Diffusion Transformers with Representation Encoders

    Feb 10, 2026Amandeep Kumar, Vishal M. PatelFlow MatchingDiffusion Transformer

    Johns Hopkins University

  7. Alleviating Sparse Rewards by Modeling Step-Wise and Long-Term Sampling Effects in Flow-Based GRPO

    Feb 6, 2026Yunze Tong, Mushui Liu, Canyu Zhao +7Flow MatchingTemporal Credit Assignment

    1Zhejiang University, Hangzhou, China · 2Taobao & Tmall Group of Alibaba, Hangzhou, China · 3Tsinghua University, Beijing, China

  8. Stable Velocity: A Variance Perspective on Flow Matching

    Feb 5, 2026Donglin Yang, Yongxing Zhang, Xin Yu +5Flow MatchingImage Generation

    University of Hong Kong, Hong Kong · University of British Columbia, Canada · Vector Institute for AI, Toronto, Canada +2

  9. Efficient Dataset Distillation for Pre-Trained Self-Supervised Models via Statistical Flow Matching

    Feb 5, 2026Qianxin Xia, Jiawei Du, Yuhan Zhang +6Flow MatchingDataset Distillation

    University of Electronic Science and Technology of China, Chengdu, China · CFAR, Singapore · SWJTU, Chengdu, China

  10. CoLA-Flow Policy: Temporally Coherent Imitation Learning via Continuous Latent Action Flow Matching for Robotic Manipulation

    Jan 30, 2026Wu Songwei, Jiang Zhiduo, Sun Wandong +4Flow MatchingLatent Action Learning

    Harbin Institute of Technology, Harbin 150001, China · Honor Device Co., Ltd., Shenzhen, China

  11. LatentFM: A Latent Flow Matching Approach for Generative Medical Image Segmentation

    Dec 4, 2025Ngoc Huynh Trinh, Hoang Anh Nguyen Kim, Hai Toan Nguyen +1Flow MatchingMedical Image Segmentation

    Institute for Artificial Intelligence, University of Engineering and Technology, Vietnam National University, Hanoi, Vietnam

  12. Score-Regularized Joint Sampling with Importance Weights for Flow Matching

    Nov 21, 2025Xinshuang Liu, Runfa Blark Li, Shaoxiu Wei +1Flow MatchingImportance Sampling

    University of California, San Diego · San Diego, CA, USA

  13. FUSE: A Flow-based Mapping Between Shapes

    Nov 17, 2025Lorenzo Olearo, Giulio Viganò, Daniele Baieri +2Flow MatchingNon-Rigid Shape Correspondence

    University of Milano-Bicocca, Milan, Italy · University of Bonn, Bonn, Germany · Lamarr Institute, Germany +1

  14. MedForj: An open, large-scale foundational generative prior for high-resolution 3D brain MRI

    Oct 29, 2025Samuel W. Remedios, Aaron Carass, Jerry L. Prince +1Flow MatchingHealthcare

    Image Analysis and Communications Laboratory, Johns Hopkins University · Department of Neurology, Johns Hopkins Hospital

  15. Reinforcement Fine-Tuning of Flow-Matching Policies for Vision-Language-Action Models

    Oct 11, 2025Mingyang Lyu, Yinqian Sun, Erliang Lin +4Flow MatchingRobotic Manipulation

    Brain-inspired Cognitive AI Lab, Institute of Automation, Chinese Academy of Sciences, Beijing, China. · Beijing Institute of AI Safety and Governance, China. · University of Chinese Academy of Sciences (UCAS), Beijing, China. +3

  16. Predictive Feature Caching for Training-free Acceleration of Molecular Geometry Generation

    Oct 6, 2025Johanna Sommer, John Rachwan, Nils Fleischmann +2Flow MatchingEfficient Inference

    Pruna AI · Technical University of Munich, Germany

  17. Flow-Matching Guided Deep Unfolding for Hyperspectral Image Reconstruction

    Oct 2, 2025Yi Ai, Yuanhao Cai, Yulun Zhang +2Flow MatchingImage Reconstruction

    School of Computer Science, Shanghai Jiao Tong University, China · Department of Computer Science, Johns Hopkins University, USA · School of Engineering, Westlake University, China

  18. Multi-Marginal Flow Matching with Adversarially Learnt Interpolants

    Oct 1, 2025Oskar Kviman, Kirill Tamogashev, Nicola Branchini +3Flow MatchingTrajectory Inference

    KTH · University of Edinburgh

  19. Flow Matching for Efficient and Scalable Data Assimilation

    Aug 18, 2025Taos Transue, Bohan Chen, So Takao +1Flow MatchingKalman Filtering

    Department of Mathematics and Scientific Computing and Imaging Institute, University of Utah, Salt Lake City, UT, 84112 · The Computing and Mathematical Sciences Department, California Institute of Technology, 1200 E California Blvd, Pasadena, CA 91125

  20. Quantum Flow Matching

    Aug 17, 2025Zidong Cui, Pan Zhang, Ying TangFlow MatchingQuantum Generative Modeling

    Institute of Fundamental and Frontier Sciences, University of Electronic Science and Technology of China, Chengdu 611731, China · Institute of Theoretical Physics, Chinese Academy of Sciences, Beijing 100190, China · School of Fundamental Physics and Mathematical Sciences, Hangzhou Institute for Advanced Study, UCAS, Hangzhou 310024, China +3

  21. Physics-Constrained Fine-Tuning of Flow-Matching Models for Generation and Inverse Problems

    Aug 5, 2025Jan Tauberschmidt, Sophie Fellenz, Sebastian J. Vollmer +1Physics-Informed Generative ModelingFlow Matching

    DSA, German Research Center for Artificial Intelligence (DFKI) · Department of Computer Science, University of Kaiserslautern–Landau (RPTU) · Department of Mathematics, Imperial College London

  22. MixGRPO: Unlocking Flow-based GRPO Efficiency with Mixed ODE-SDE

    Jul 29, 2025Junzhe Li, Yutao Cui, Tao Huang +8Diffusion Model AlignmentFlow Matching

    Hunyuan, Tencent, China · School of Computer Science, Peking University, China · Computer Center, Peking University, China +2

  23. Local Flow Matching Generative Models

    Oct 3, 2024Chen Xu, Xiuyuan Cheng, Yao XieFlow MatchingGenerative Modeling

    H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology. · Department of Mathematics, Duke University

  24. Robustness and Structure Preservation in Flow-Based Generative Models via Wasserstein Path-Space Divergences

    Oct 2, 2024Ziyu Chen, Markos A. Katsoulakis, Benjamin J. ZhangFlow MatchingEquivariant Neural Networks

    Department of Mathematics and School of Data and Information Sciences, University of North Carolina at Chapel Hill · Department of Mathematics and Statistics, University of Massachusetts Amherst · Department of Mathematics, Rutgers University–New Brunswick

  25. Prediction--Loss Alignment for Sampler--Robust Flow Matching Training

    Date pendingJiadong Hong, Lei Liu, Xinyu Bian +2Flow MatchingDiffusion Sampling

    Zhejiang University, Hangzhou, China · Huawei Technologies Co., Ltd, Hong Kong

  26. AdaVLA: Adaptive Step Flow Matching for Training-free Acceleration of Vision-Language-Action Models

    Date pendingSunghwan Han, Youngtae Han, Youngmin YiFlow MatchingVision-Language-Action Models

    Dept. of Artificial Intelligence, Sogang University, Seoul, 04107, Republic of Korea