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. Topological Flow Matching

    Jun 14, 2026Kacper Wyrwal, İsmail İlkan Ceylan, Alexander TongFlow MatchingSynthetic Data Generation

    University of Oxford · TU Wien · AITHYRA

  2. Reward Transport: Property Control in Flow Matching via Noise-Space Alignment

    Jun 13, 2026Kehan Guo, Yili Shen, Yujun Zhou +4Flow MatchingMolecular Optimization

    University of Notre Dame · Carnegie Mellon University

  3. Mask, Sample, Revise: A Revisable CTMC Inference Stack for Guided Discrete Flow Matching Text-to-Speech

    Jun 12, 2026Alef Iury Siqueira Ferreira, Lucas Rafael Stefanel Gris, Luiz Fernando de Araújo Vidal +4Flow MatchingTTS Synthesis

    Federal University of Goi´as, Goiˆania, Brazil · Federal University of Mato Grosso, Cuiab´a, Brazil · Elsa Speak, S˜ao Paulo, Brazil

  4. PolyFlow: Safe and Efficient Polytope-Constrained Flow Matching with Constraint Embedding and Projection-free Update

    Jun 11, 2026Jianming Ma, Qiyue Yang, Yang Zhang +4Constrained Generative ModelingFlow Matching

    Shanghai Jiao Tong University, Shanghai, China · Shanghai Innovation Institute, Shanghai, China

  5. Spectrally Regularized Latent Flow Matching for Turbulence Generation

    Jun 10, 2026Khalid Rafiq, Aditya G. NairSpectral RegularizationFlow Matching

    Department of Mechanical Engineering University of Nevada, Reno, NV, USA

  6. 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

  7. Exploring the Design Space of Reward Backpropagation for Flow Matching

    Jun 9, 2026Ruoyu Wang, Boye Niu, Xiangxin Zhou +3Flow MatchingAI Alignment

    1Westlake University · 2Tencent Hunyuan · University of Sydney +1

  8. Fast and Highly Expressive Policy Learning for Offline Reinforcement Learning via Bootstrapped Flow Q-Learning

    Jun 9, 2026Thanh Nguyen, Tri Ton, Hongbin Choe +2Flow MatchingQ-Learning

    Department of Electrical Engineering, KAIST, Daejeon, Korea.

  9. Flexible Flows for Biological Sequence Design

    Jun 9, 2026Yogesh Verma, Dani Korpela, Harri Lähdesmäki +1Flow MatchingMolecular Generation

    Aalto University, Finland · Aalto University and YaiYai Ltd

  10. LAFP: Preserving Latent Action Structure in Latent Policy Learning via Flow Matching

    Jun 9, 2026Jiexi Lyu, Xizhou Bu, Qingqiu Huang +4Flow MatchingLatent Action Learning

  11. Compositional Generative Modeling from Decentralized Data

    Jun 8, 2026Mashrur M. Morshed, Vishnu Naresh BoddetiFlow MatchingDecentralized Learning

    Department of Computer Science and Engineering, Michigan State University, East Lansing, MI, USA.

  12. A Theory on Flow Matching with Neural Networks

    Jun 8, 2026Yihan He, Qishuo Yin, Yuan Cao +2Neural Network GeneralizationFlow Matching

    Princeton University, Princeton, NJ, USA. · The University of Hong Kong, Hong Kong. · Northwestern University, Evanston, IL, USA.

  13. 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

  14. FlashTTS: Fast Streaming TTS with MTP Acceleration and X-pred Mean Flow Distillation

    Jun 8, 2026Hanke Xie, Xiaming Ren, Dake Guo +10Flow MatchingMulti-Token Prediction

    Huawei Technologies Co., Ltd

  15. BareWave: Waveform-Native Flow-Matching Text-to-Speech

    Jun 8, 2026Wei Fan, Chao-Hong Tan, Qian Chen +5Flow MatchingTTS Synthesis

    1Anhui Province Key Laboratory of Digital Security · 2Tongyi Fun Team, Alibaba Group

  16. CSFlow: Aligning Flow Matching with Human Contrast Sensitivity

    Jun 7, 2026Malgorzata Galinska, Bart Pogodzinski, Jan Eric LenssenFlow MatchingDiffusion-Based Image Generation

    Max Planck Institute for Informatics, Saarland Informatics Campus

  17. WaveDiT: Distribution-Aware Wavelet Flow Matching for Efficient 3D Brain MRI Synthesis

    Jun 7, 2026Danilo Danese, Angela Lombardi, Giuseppe Fasano +2Flow Matching3D Medical Imaging

    Politecnico di Bari, Italy · Sapienza University of Rome, Italy

  18. Reinforcement Learning for Flow-Matching Policies with Density Transport

    Jun 7, 2026Boshu Lei, Kostas Daniilidis, Antonio LoquercioFlow MatchingRobotic RL

    University of Pennsylvania · Philadelphia, PA 19103

  19. Q-VGM: Q-Guided Value-Gradient Matching for Offline-to-Online RL of Flow-Matching VLA Policies

    Jun 6, 2026Ziqian Wang, Rui Zhang, Yitian Liu +3Flow MatchingVisuomotor Policy Learning

    Shanghai Jiao Tong University · University of Michigan, Ann Arbor

  20. STREAM: Stochastic Riemannian Flow Matching with Anisotropic Decoder for Digital Histopathology Image Generation

    Jun 5, 2026Won June Cho, Daeky Jeong, Hyeongyeol Lim +1Flow MatchingDiffusion Transformer

    DEEPNOID Inc.

  21. Spatiotemporal Imputation with Graph-Informed Flow Matching

    Jun 4, 2026Zepeng Zhang, Aref Einizade, Jhony H. Giraldo +1Flow MatchingTime Series Imputation

    IMOS, EPFL, 1015 Lausanne, Switzerland · SAMOVAR, Télécom SudParis, Institut Polytechnique de Paris, 91120 Palaiseau, France · LTCI, Télécom Paris, Institut Polytechnique de Paris, 91120 Palaiseau, France

  22. Capturing non-Markovian dynamics in non-equilibrium stochastic systems using flow matching

    Jun 4, 2026Bhargav Sriram Siddani, John B. Bell, Alejandro L. Garcia +1Dynamical SystemsFlow Matching

    Lawrence Berkeley National Laboratory · San Jose State University

  23. RiskFlow: Fast and Faithful Safety-Critical Traffic Scenario Generation

    Jun 4, 2026Qi Lan, Yining Tang, Yu Shen +4Flow MatchingAutonomous Driving Safety Evaluation

    College of Mechanical and Vehicle Engineering Chongqing University, Chongqing, China

  24. PAMF: Prior-Aware Multimodal Fusion for Incomplete Time Series Data

    Jun 4, 2026Ziwen Kan, Wugeng Zheng, Tianlong Chen +1Missing-Modality LearningFlow Matching

    Department of Computer Science, University of Central Florida · Department of Computer Science, University of North Carolina at Chapel Hill

  25. Geodesic Flow Matching on a Riemannian Degradation Manifold for Blind Image Restoration

    Jun 4, 2026Akshay Janardan Bankar, Ankita Chatterjee, Sayan Banerjee +3Flow MatchingRiemannian Flow Matching

    Samsung Research Institute, Bangalore, India

  26. SAM-Flow: Source-Anchored Masked Flow for Training-Free Image Editing

    Jun 4, 2026Haowang Cui, Rui Chen, Tao Luo +3Flow MatchingDiffusion-Based Image Editing

    Tianjin Key Laboratory of Imaging and Sensing Microelectronic Technology, School of Microelectronics, Tianjin University, Tianjin 300072, China · School of Cyber Security, Tianjin University, Tianjin 300072, China

  27. Multimarginal flow matching with optimal transport potentials

    Jun 3, 2026Raghav Kansal, David Crair, Nghia Nguyen +2Flow MatchingFlow Map Learning

    Bexorg, Inc., New Haven, CT, USA.

  28. Potential-Guided Flow Matching for Vision-Language-Action Policy Improvement

    Jun 3, 2026Yunpeng Mei, Jiakai He, Hongjie Cao +12Flow MatchingVisuomotor Policy Learning

    1Beijing Institute of Technology · 2Tsinghua University · 3The Hong Kong University of Science and Technology (Guangzhou)

  29. SURF: Separation via Unsupervised Remixing Flow

    Jun 3, 2026Henry Li, Robin Scheibler, Efthymios Tzinis +3Unsupervised LearningFlow Matching

    Google · Google DeepMind

  30. ProHiFlo: Hierarchical Flow Matching with Functional Guidance for De Novo Protein Generation

    Jun 3, 2026Chuanzhen Wang, Meade Cleti, Pete JanoFlow Matching3D Molecular Generation

    3Tongji University · 1Arizona State University · University of Wisconsin-Madison