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. OMatG-flash: An All-Atom Flow Map with Reinforce Adjoint Matching for Scalable Materials Discovery

    Sep 22, 2026Thomas Egg, Harry Winston Sullivan, Ellad B. Tadmor +1Flow MatchingCrystal Structure Prediction

    New York University · University of Minnesota

  2. Gaussian Flow-Matching Schedules: Implications for Sampling and Training

    Sep 22, 2026Arsène Claustre, Hugo Negrel, Claire Boyer +2Flow MatchingDiffusion Sampling

    DI-ENS · CNRS, ENS Paris · DMA, CFM +6

  3. History-Conditioned Flow Matching for Probabilistic Dynamics of Tendon-Driven Continuum Robots

    Sep 22, 2026Hang Yang, Tingcong Liu, Junjie Xiong +2Flow MatchingRobot Dynamics Learning

  4. Classifier-Free Guidance in Flow Matching: Non-Autonomous Potentials, Overshoot, and Posterior-Mean Control

    Sep 21, 2026Jishen Peng, Zheng MaFlow MatchingClassifier-Free Guidance

    School of Mathematical Sciences, Shanghai Jiao Tong University, Shanghai, China · Institute of Natural Sciences, MOE-LSC, Shanghai Jiao Tong University, Shanghai, China · Qing Yuan Research Institute, Shanghai Jiao Tong University, Shanghai, China +1

  5. Object-Centric Conditioning for Visuomotor Flow Matching

    Sep 21, 2026Jijie Li, Xu Yang, Junhong Zou +4Flow MatchingVisuomotor Policy Learning

    School of Artificial Intelligence, University of Chinese Academy of Sciences · State Key Laboratory of Multimodal Artificial Intelligence Systems, Institute of Automation, Chinese Academy of Sciences · Foundation Model Research Center, Institute of Automation, Chinese Academy of Sciences +2

  6. P2Flow: Phoneme-aware Progressive Flow Matching for Extreme Speech Super-Resolution

    Sep 21, 2026Ningyuan Yang, Yize Li, Pu Zhao +5Flow MatchingSpeech Processing

    Stony Brook University, NY, US · Northeastern University, MA, US · UIUC, IL, US +1

  7. FeasibleFlow: One-Step Joint Transport of Configuration Feasibility and Trajectories for End-to-End Driving

    Sep 20, 2026Xiang Li, Bikun Wang, Qing Xu +1Flow MatchingTrajectory Generation

    Cross-Domain Computing Solutions, Bosch

  8. Bayesian Filtering in Physical Systems via Test-time Trained Flow Matching

    Sep 20, 2026Ruiqi Feng, Chongyi Wang, Tao Zhang +1Flow MatchingBayesian Filtering

    Westlake University & Zhejiang University · Westlake University

  9. λλ-Controlled GRPO: Turning Flow-Matching Ratio Instability into a Budgeted Resource

    Sep 18, 2026Yufeng Wang, Parivesh Priye, Meeshawn Marathe +1Flow MatchingT2I Generation

    Stony Brook University · Georgia Institute of Technology · Rivian and Volkswagen Group Technologies

  10. FlowSGS: Improving Flow Matching Priors for Inverse Imaging with Stochastic Interpolants

    Sep 17, 2026Tianao Li, Xinhui Qian, Emma AlexanderFlow MatchingMarkov Chain Monte Carlo

    Department of Computer Science, Northwestern University · NSF-Simons AI Institute for the Sky (SkAI) · Department of Statistics and Data Science, Northwestern University

  11. TraceFlow: Guiding Frozen Flow-Matching Robot Policies with Success and Failure Traces

    Sep 17, 2026Jiaxuan Zhang, Ruizhe Liu, Yu Zhang +1Flow MatchingRobot Policy Learning

    The University of Hong Kong, Hong Kong SAR, China. · Southern University of Science and Technology, Shenzhen, China. · HKU InfoBodied AI Lab

  12. Dynamic Generalized Gromov-Wasserstein Optimal Transport

    Sep 17, 2026Junda Ying, Zhiwei Zeng, Peijie Zhou +1Flow MatchingTrajectory Inference

    Beijing International Center for Mathematical Research, Peking University · Center for Quantitative Biology, Peking University · Center for Machine Learning Research, Peking University +4

  13. How to Guide Your Language Flow

    Sep 16, 2026Rohit Dilip, Tianrong Chen, Yuyang Wang +3Flow MatchingDiffusion Model Guidance

    Apple · Caltech

  14. Beyond Random Couplings: Contrastive Noise Alignment in Generative Flows

    Sep 16, 2026Lennart Wittke, Vinicius AzevedoFlow MatchingCross-Modal Alignment

    ETH Zürich · Disney Research | Studios

  15. Same Flow, Different Paths: Variance Reduction in Flow Matching

    Sep 15, 2026Alexander TyurinFlow MatchingStochastic Optimization Convergence

    AXXX, Moscow, Russia · Applied AI Institute, Moscow, Russia

  16. MyoFlow: Anchor-Tied Rectified Flow for HD-sEMG Gesture Recognition Across Sessions and Subjects

    Sep 15, 2026Chenhao Wu, Dingjie Peng, Zhihe Zhang +6EMG-Based Gesture RecognitionFlow Matching

    Waseda University, Japan · KDDI Research Inc., Japan · The University of Manchester, UK

  17. MedPCFM-TED: One-Step Point Cloud Flow Matching for Implant Generation via Teacher-Guided Endpoint Distillation

    Sep 15, 2026Kamil Kwarciak, Marek WodzinskiFlow MatchingOne-Step Generative Modeling

    Department of Measurement and Electronics, AGH University of Krakow, Krakow, Poland · Sano Centre for Computational Medicine, Krakow, Poland

  18. FlowATC: Aircraft Trajectory Prediction via Flow Matching

    Sep 15, 2026Mathurin Petit, Emir Torun, Louis Brusset +2Flow MatchingAir Traffic Management

    École Polytechnique, Palaiseau, 91128, France · Technische Universität Berlin, Berlin, 10623, Germany · Mines Paris–PSL University, Paris, 75006, France +2

  19. Generative models for simulation based filtering: Formulations and Empirical Comparisons

    Sep 14, 2026Mohammad Al-Jarrah, Wei Deng, Bamdad Hosseini +1Flow MatchingSchrödinger Bridges

    Department of Aeronautics & Astronautics, University of Washington, Seattle · Department of Applied Mathematics, University of Washington, Seattle · ML Research, Morgan Stanley

  20. Principal-timestep Restricted Init via Sparse Matrix-decomposition in Flow-matching

    Sep 14, 2026Jiayang Gu, Zheng Fang, Lichaun Xiang +3Flow MatchingDiffusion Model Fine-Tuning

    University of Warwick · Bytedance

  21. Refinement-based Flow Policy Optimization

    Sep 14, 2026Bumgeun Park, Hyukjun Yang, Donghwan LeeRL ControlFlow Matching

    Korea Advanced Institute of Science and Technology (KAIST)

  22. Branched Optimal Transport Amortization

    Sep 14, 2026Semyon Semenov, Viktor Kovalchuk, Meir Roketlishvili +4Flow MatchingGenerative Modeling

    MBZUAI

  23. CyFM: Cylindrical Optimal Transport for Few-Step Complex-Valued Flow Matching

    Sep 12, 2026Marcel Musiałek, Iga Wolanin, Damian Ryczko +2Flow MatchingOne-Step Generative Modeling

    Wrocław University of Science and Technology Wrocław, Poland

  24. Model-Aware Schedules Improve Generation via Fiberwise Optimal Transport

    Sep 12, 2026Luyi Jia, Boyan Zhang, Yilun Liu +1Flow MatchingDiffusion Timestep Scheduling

    Arnold-Sommerfeld-Center for Theoretical Physics, Ludwig-Maximilians-Universität München, Munich, Germany · Institute of Informatics, Ludwig-Maximilians-Universität München, Munich, Germany · Munich Center for Machine Learning, Munich, Germany

  25. Flow Duality and Source Geometry for Categorical Generation

    Sep 11, 2026Etrit HaxholliFlow MatchingFlow-Based Generative Modeling

  26. Frequency-Conditioned Flow Matching for Vision-Language-Action Models

    Sep 9, 2026Haochen Niu, Shengye Dong, Hao Liu +2Flow MatchingRobot Motion Generation

    AGIBOT · Xi’an Jiaotong University

  27. FlowCPO: A Unified Divergence View of Preference Alignment for Flow Models

    Sep 9, 2026Yansen Han, Shengyi Liao, Peng Sun +4Pairwise Preference LearningFlow Matching

    Westlake University · Zhejiang University · Kling Team, Kuaishou Technology

  28. Latent-to-Latent Flow for Volumetric Stochastic Segmentation

    Sep 7, 2026Omar Todd, Sooha Kim, Raghav Mehta +5Flow MatchingMedical Image Segmentation

    Imperial College London, UK · The Royal Marsden Hospital, London, UK · Imperial College Healthcare NHS Trust, London, UK

  29. PCFlow: Physics-Conditioned Flow Matching for GPR B-Scan Image Synthesis

    Sep 7, 2026Zhijie Shen, Chenchen Fu, Xuanhao Chang +2Flow MatchingConditional Image Generation

    College of Computer Science and Technology, Jilin University, Changchun 130012, China · Symbol Computation and Knowledge Engineering of the Ministry of Education, Jilin University, Changchun 130012, China

  30. MedFlow: Class-Aware Multi-Scale Generation for Medical Time-Series Synthesis

    Sep 7, 2026Yanhao Huang, Shibo Feng, Wanjin Feng +2Flow MatchingSynthetic Data Generation

    Shanghai Jiao Tong University · Nanyang Technological University · Tsinghua University