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. Straight-Path Flow Matching for Incomplete Multi-View Clustering

    Jul 7, 2026Yiteng Yuan, Junyan Wang, Zheyuan Liu +4Missing-Modality LearningMulti-View Consistency

    School of Software Engineering, Huazhong University of Science and Technology, Wuhan, China · Australian Institute for Machine Learning, Adelaide University, Adelaide, Australia · University of Auckland, Auckland, New Zealand +2

  2. Flow Matching-Based Speech Source Separation with Best-of-N Biometric Sampling

    Jul 7, 2026Anastasia Zorkina, Alexandr Anikin, Nikita Khmelev +5Flow MatchingSpeech Processing

    ITMO University, Speech Processing Group, Russia · Speech Technology Center Ltd., R&D department, Russia.

  3. Fréchet Distance Loss on Speech Representations for Text-to-Speech Synthesis

    Jul 7, 2026Ho-Lam Chung, Kuan-Po Huang, Bo-Ru Lu +1Flow MatchingTTS Synthesis

    Graduate Institute of Communication Engineering, National Taiwan University, Taipei, Taiwan · Graduate Institute of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan · Amazon

  4. FUSE: FK-Steered Multi-Modal Flow Matching for Efficient Simulation-Based Posterior Estimation

    Jul 6, 2026Weichen Qin, Yufan Xie, Peihao Wang +8Flow MatchingSimulation-Based Inference

    ShanghaiTech University, Shanghai, China · The University of Texas at Austin, Austin, TX, USA · Center for Gravitational Wave Experiment, National Microgravity Laboratory, Institute of Mechanics, Chinese Academy of Sciences, Beijing 100190, China +2

  5. Constrained Flow Matching via Lagrangian Dual Flows

    Jul 5, 2026Vince Kurtz, Alexander DavydovConstrained Generative ModelingFlow Matching

    DePaul University · Rice University

  6. CCFM: Collision-Constrained Flow Matching for Safety-Critical Scenario Generation

    Jul 5, 2026Ke Li, Kaidi Liang, Yuxin Ding +3Flow MatchingAutonomous Driving Safety Evaluation

    Stony Brook University, Stony Brook, NY 11794, USA · Pennsylvania State University, University Park, PA 16802, USA

  7. Signal or Noise? Understanding Generative Models for Real-World Sensor Time Series

    Jul 5, 2026Zitao Shuai, Zongzhe Xu, Yuntian Wu +3Flow MatchingSynthetic Data Generation

    University of California, Los Angeles · 2Carnegie Mellon University · 3Massachusetts Institute of Technology

  8. Asymptotic Preservation and Uniform Accuracy of Diffusion and Flow-Matching Samplers

    Jul 5, 2026Shiheng ZhangFlow MatchingDiffusion Sampling

    University of Washington

  9. 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

  10. Perceptual Flow Matching for Few-Step Generative Modeling

    Jul 3, 2026Chuyang Zhao, Yifei Song, Hongfa Wang +7Flow MatchingPerceptual Loss

    1Joy Future Academy · 2Fudan University · 3Tsinghua University +1

  11. RTE-FM-Dehazer: Radiative Transfer Equation Inspired Flow Matching for Real-World Image Dehazing

    Jul 2, 2026Chenfeng Wei, Chun Wang, Boyang Zhao +3Flow MatchingImage Dehazing

    Xi’an Jiaotong-Liverpool University, China · University of Liverpool, UK · Mashang Consumer Finance Co. Ltd, China +3

  12. Neuro-Symbolic Safety Guidance for Vision-Language-Action Models via Constrained Flow Matching

    Jul 1, 2026William English, Hao Zheng, Rickard EwetzCollision AvoidanceFlow Matching

  13. Enhancing Flow Matching with A Unified Guidance Framework for Efficient and Robust Speech Synthesis

    Jul 1, 2026Zuda Yu, Qianhui Xu, Ting Chen +5Flow MatchingEfficient Inference

    Zuoyebang, China

  14. Generative Modeling of Quantum Distribution with Functional Flow Matching

    Jul 1, 2026Jaehoon Hahm, Tak Hur, Joonseok Lee +1Flow MatchingQuantum Generative Modeling

    Department of Statistics and Data Science, Yonsei University, Seoul, Korea · Graduate School of Data Science, Seoul National University, Seoul, Korea · Google Research, Mountain View, California, United States +1

  15. Probabilistic Inversion with Flow Matching

    Jun 30, 2026Baldur Paulwitz, Stefan BuskeFlow MatchingBayesian Inverse Problems

    Institute of Geophysics and Geoinformatics, TU Bergakademie Freiberg

  16. FlowAWR: Online Adaptive Flow Reinforcement via Advantage-Weighted Rectification

    Jun 29, 2026Zheming Fu, Ruizhe He, Wei Shang +4Flow MatchingGenerative Modeling

    Beihang University · Joy Future Academy · Zhongguancun Academy +2

  17. Notes on generative modeling: flow matching, diffusion, optimal transport and Schr{ö}dinger bridge

    Jun 29, 2026Titouan VayerFlow MatchingSchrödinger Bridges

    COMPACT · Inria, Rennes, France.

  18. Interventional Flow Matching: Prospective Dose-Response Forecasting with Velocity-Field Jacobian Regularization

    Jun 28, 2026Amirreza Dolatpour Fathkouhi, Justin Lee, Heman ShakeriFlow MatchingType 1 Diabetes

    Department of Computer Science · School of Data Science

  19. Flow Matching in Feature Space for Stochastic World Modeling

    Jun 27, 2026Francois Porcher, Nicolas Carion, Karteek Alahari +1Flow MatchingWorld Model Learning

    1FAIR at Meta · 2Inria

  20. Physics-Grounded Disentangled Flow Modeling for Brain Disease Progression Trajectory

    Jun 26, 2026Jun Wang, Peirong LiuFlow MatchingLongitudinal Medical Image Analysis

    Department of Electrical and Computer Engineering, Data Science and AI Institute, Johns Hopkins University

  21. Exposure Bias Can Alleviate Itself via Directional and Frequency Rectification in Flow Matching

    Jun 26, 2026Guanbo Huang, Jingjia Mao, Fanding Huang +9Flow MatchingImage Generation

    Tsinghua Shenzhen International Graduate School, Tsinghua University · Central Media Technology Institute, Huawei

  22. ModaFlow: Modality-Aware Flow Matching for High-Fidelity Virtual Try-On

    Jun 26, 2026Xiangyu Sai, Meysam Madadi, Sergio Escalera +1Flow MatchingVirtual Try-On

    South China University of Technology, Guangzhou, China · Universitat de Barcelona, Barcelona, Spain · Computer Vision Center, Bellaterra, Spain +1

  23. NormGuard: Reward-Preserving Norm Constraints in Flow-Matching Reinforcement Learning

    Jun 26, 2026Tianlin Pan, Lianyu Pang, Cheng Da +4Flow MatchingRL for Image Generation

    The Hong Kong University of Science and Technology · Kuaishou Technology · University of Chinese Academy of Sciences

  24. PolyFlow: Continuous Topology Embedding Flow Matching for Artist-style Mesh Generation

    Jun 25, 2026Chunshi Wang, Haohan Weng, Junliang Ye +9Flow Matching3D Mesh Generation

    1ZJU · 2Tencent · 3THU +3

  25. DanceOPD: On-Policy Generative Field Distillation

    Jun 25, 2026Wei Zhou, Xiongwei Zhu, Zelin Xu +8Flow MatchingT2I Generation

    ByteDance Seed · NUS · UMD +1

  26. Don't Settle at the Mode! Mitigating Diversity Collapse in Pretrained Flow Models via Feature Self-Guidance

    Jun 25, 2026Pradhaan S Bhat, Rishubh Parihar, Abhijnya Bhat +1Flow MatchingT2I Generation

    Indian Institute of Science · Stanford University

  27. PAMAE: Phase-Aware-MoE Action Experts Towards Reliable Flow-Matching Vision-Language-Action Policies

    Jun 25, 2026Jiayu Yang, Tao Yang, Xiang Chang +3Flow MatchingLanguage-Conditioned Robot Manipulation

    Department of Artificial Intelligence, School of Informatics, Xiamen University, Xiamen, China · Department of Computer Science, Aberystwyth University, Aberystwyth, U.K.

  28. Joint Residual Reweighting for Classifier Free Guidance in Flow-Matching Zero-Shot TTS

    Jun 24, 2026Runwu Shi, Yujin Wang, Hongjin Song +8Flow MatchingClassifier-Free Guidance

    Institute of Science Tokyo · Wuhan University · Beijing Institute of Technology +1

  29. Beyond U-Net: A Latent-Representation-Aligned Skip-Free Backbone for Flow-Matching Speech Enhancement

    Jun 23, 2026Wangyi Pu, Michele ScarpinitiFlow MatchingSpeech Enhancement

    Department of Information Engineering, Electronics and Telecommunications, Sapienza University of Rome, Italy

  30. What Do Flow-Based Inverse Solvers Approximate? A Posterior-Transport View

    Jun 23, 2026Jian Xu, Delu Zeng, John Paisley +1Flow MatchingBayesian Inverse Problems

    1RIKEN iTHEMS · 2RIKEN AIP · 3South China University of Technology +1