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. Unrolled Flow Models for Reasoning

    Oct 7, 2026Faissal Izermine, Hanru Bai, Oscar Davis +1Flow-Based Generative ModelingFlow Matching

    Max Planck Institute for Intelligent Systems · ELLIS Institute Tübingen · ETH Zurich +3

  2. MeshCarve: Artisan Mesh Generation with Flow Matching in Compact Latent Spaces

    Oct 7, 2026Xiyu Wang, Ruocheng Wu, Yufei Wang +33D Mesh GenerationFlow-Based Generative Modeling

    Nanyang Technological University · SparAI Inc. · University of Texas at Austin

  3. One Frame, Full Heartbeat: ECG-Free Cardiac Cine MRI Synthesis via Phase-Conditioned Flow Matching

    Oct 7, 2026Shiyi Wang, Ruochen Sun, Peirong Liu +2Medical Image SynthesisCardiac MRI

    Department of Electrical and Computer Engineering, Johns Hopkins University, Baltimore, MD, USA · Gordon Center for Medical Imaging, Department of Radiology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA · Center for Advanced Medical Computing and Analysis, Department of Radiology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA

  4. Twist Flow for Inverse Problems

    Oct 7, 2026Shiqin Zeng, Zijun Deng, Felix J. HerrmannBayesian Inverse ProblemsPosterior Sampling

    Georgia Institute of Technology

  5. Co-Evolving Paths and Flows via Path-Flow Alignment

    Oct 6, 2026Zeyu Michael Li, William Xingxu Chen, Xiang ChengFlow Matching

    Duke University

  6. FlowCF: Sparse Counterfactual Explanations for Mixed-Type Tabular Data using Flow Matching

    Oct 6, 2026Emmanouil Panagiotou, Eirini NtoutsiFlow MatchingExplainable Artificial Intelligence

    Freie Universität Berlin · University of the Bundeswehr Munich

  7. What Matters for Latent Reasoning with Flow Matching

    Oct 5, 2026Yassine Ouali, Adrian Bulat, Georgios TzimiropoulosFlow MatchingEfficient Language Model Reasoning

    Samsung AI Cambridge · Technical University of Iasi · Queen Mary University of London

  8. Latent Flow Matching for Molecular Graph Generation

    Oct 5, 2026Mathis Goupillon, Roman Bresson, Konstantinos Divriotis +1Flow MatchingMolecular Graph Generation

    Mohamed bin Zayed University of Artificial Intelligence

  9. Adaptive Mean Flow for Responsive Closed-Loop Robot Control

    Oct 5, 2026Aksel Vaaler, Marco Job, Christian Holden +1Robotic ControlFlow Matching

    Department of Mechanical and Industrial Engineering, Norwegian University of Science and Technology (NTNU)

  10. MEND: RL For Flow Models via Proximal Velocity Matching

    Oct 5, 2026Shreshth Saini, Neil Birkbeck, Yilin Wang +2Flow MatchingRL for Image Generation

    The University of Texas at Austin · Google · University of Colorado Boulder

  11. Beyond Transport Cost: Routing Differences between Flow Matching and Optimal Transport

    Oct 5, 2026Eungyeol Han, Jong-Seok LeeFlow MatchingFlow-Based Generative Modeling

    School of Integrated Technology, Yonsei University

  12. Universality and Convergence of Generative Flows

    Oct 4, 2026Leo BrunswicFlow MatchingGenerative Flow Networks

    LLM Suite Team, JP Morgan Chase & Co.

  13. Efficient Graph Generation via Direct Prediction and Flow Matching

    Oct 4, 2026Susie LuFlow MatchingGraph Generation

    MIT

  14. Learning Conditional Source Distribution via Flow Reversal for Temporal Flow Matching

    Oct 4, 2026Kuan-Hsun Tu, Hsuan-Chi Liu, Jia-Wei Liao +3Flow MatchingVideo Prediction

    National Taiwan University

  15. Generalization Bounds for Flow-matching Generative Models for Intrinsically Low-dimensional Data

    Oct 2, 2026Saptarshi Chakraborty, Quentin Berthet, Peter L. BartlettFlow MatchingFlow-Based Generative Modeling

    Department of Statistics, University of Michigan · Google DeepMind · Department of Statistics, University of California, Berkeley +1

  16. Flowing Faster to Coordinate: One-Step Online Multi-Agent Flow Policies

    Oct 1, 2026Zhuoran Li, Yunzhan Li, Xun Wang +2Flow MatchingMulti-Agent Coordination

    Institute for Interdisciplinary Information Sciences, Tsinghua University · Engineering Systems and Design Pillar, Singapore University of Technology and Design

  17. Smoother Flow Matching via Contrastive Trajectory Repulsion

    Oct 1, 2026Ziqi Jiang, Zhenqi He, Long ChenFlow MatchingFlow-Based Generative Modeling

    Department of CSE, The Hong Kong University of Science and Technology

  18. ProtoFlow: Prototype-Guided Flow Matching for Multivariate Time Series Forecasting

    Oct 1, 2026Shibo Feng, Wanjin Feng, Yang Qiu +3Multivariate Time Series ForecastingFlow Matching

    Nanyang Technological University · Tsinghua University · Shanghai Jiao Tong University

  19. EP-Flow: Disordered Crystal Structure Prediction without Site-Level Annotations

    Oct 1, 2026Qiuliang Liu, Liming Wu, Qi Li +5Constrained Generative ModelingFlow Matching

    Institute of Physics, Chinese Academy of Sciences, Beijing, China · University of Chinese Academy of Sciences, Beijing, China · Gaoling School of Artificial Intelligence, Renmin University of China

  20. Flow Matching Reinforcement for 3D Mesh Generation via Dynamic Homing Optimization

    Oct 1, 2026Zhen Zhou, Zhiwei Ning, Puhua Jiang +6Flow Matching3D Mesh Generation

    Tencent Hunyuan · Shanghai Jiao Tong University · Communication University of China

  21. Counterfactual Generation via Flow Matching: Coupling-Sensitive End-to-End Rates

    Oct 1, 2026Yunrui Guan, Krishnakumar Balasubramanian, Shiva Prasad KasiviswanathanFlow MatchingCausal Counterfactual Generation

    Department of Applied Mathematics and Statistics, Johns Hopkins University. · Amazon · Department of Statistics, University of California, Davis.

  22. Variational Streaming Flow: Probabilistic Forecasting in Physical Time

    Oct 1, 2026Hans Hao-Hsun Hsu, Minseon Gwak, Soon Hoe Lim +2Dynamical SystemsFlow Matching

    Georgia Institute of Technology · Lawrence Berkeley National Lab · International Computer Science Institute +2

  23. Kinematic MeanFlow: One-Step Action Generation Policy for Robotic Foundation Models

    Oct 1, 2026Jiawei Fan, Sifeng Wang, Yuqing Hou +1Flow MatchingRobot Foundation Models

    Intel Labs China · Midea AI Research

  24. VTV-FM: Flow Matching through Variational Terminal-Velocity Closure

    Sep 30, 2026Haoyang Jiang, Yuheng Li, Di Yang +3Flow MatchingGenerative Modeling

    Department of Data Science, William & Mary Williamsburg, VA 23185, USA

  25. Benchmarking Generative Models for Near-Surface Data Assimilation on Real Station Observations

    Sep 30, 2026Ruizhe Huang, Qidong Yang, Jonathan Giezendanner +1Flow MatchingData Assimilation

    Massachusetts Institute of Technology, Cambridge, MA, USA

  26. Where the Body Keeps the Beat: Structured Motion Conditioning and Music Dynamics Supervision for Dance-to-Music Generation

    Sep 30, 2026Changchang Sun, Lu Cheng, Yan YanFlow MatchingLatent Dynamics Modeling

    University of Illinois Chicago · Penn State University

  27. PMosFM: Preconditioned Manifold Matching for One-Step Physics-Constrained Generation

    Sep 30, 2026Zhangyong Liang, Haibin LingConstrained Generative ModelingPhysics-Informed Generative Modeling

    Department of Artificial Intelligence Westlake University

  28. MeanVoiceFlow2: Joint Optimization of Mean Flow and Content Encoder for Fast One-Step Zero-Shot Voice Conversion

    Sep 30, 2026Takuhiro Kaneko, Hirokazu Kameoka, Kou Tanaka +1Flow MatchingSpeech Processing

    NTT, Inc., Japan

  29. Toward Real-Time VLAs: Stage-Aware Two-Step Flow Denoising and System-Level Evaluation

    Sep 30, 2026Di Wu, Rongtian Shen, Ping Liu +8Robotic ControlFlow Matching

    Magic-Lab Team, Magiclab Robotics Inc. · Southeast University · Harbin Institute of Technology +3

  30. Discrete Forcing: Infusing Discrete Guidance into Continuous Denoising for Few-Step Action Experts

    Sep 30, 2026Jingbo Wang, Wenxuan Song, Wenhao Yu +6Flow MatchingEfficient VLA Model Inference

    The Hong Kong University of Science and Technology (Guangzhou) · South China University of Technology · University of Science and Technology of China +3