Flow-Based Generative Modeling

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66 papers in the last four weeks, up 288% on the four weeks before. 0.6% of all new papers.

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  1. PHINN: Persistent Homology Inspired Neural Network for Rare-Event Time Series Generation

    Jun 13, 2026Emre Yusuf, Ren Takahashi, Jayabrata BhaduriTime Series GenerationFlow-Based Generative Modeling

    Defense.Codes (a DBA of CapaCloud Corp

  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. Emyx: Fast and efficient all-atom protein generation

    Jun 12, 2026Nicholas J. Williams, Ward Haddadin, Matteo P. Ferla +6Conditional Flow Matching3D Molecular Generation

    Xyme, Oxford, UK

  4. 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

  5. Surflo: Consistent 3D Surface Flow Model with Global State

    Jun 11, 2026Antoine Guédon, Shu Nakamura, Nicolas Dufour +33D ReconstructionMulti-View 3D Reconstruction

    LIX, École polytechnique · Kyoto University · Kyutai +1

  6. 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

  7. Flow Matching with In-Context Priors for Out-of-Distribution Brain Dynamics

    Jun 10, 2026Sam Gijsen, Michał Łukomski, Marc-André Schulz +1Diffusion TransformerTime Series Generation

    Hertie Institute for AI in Brain Health, University of Tübingen, Germany · Tübingen AI Center, University of Tübingen, Germany · Charité – Universitätsmedizin Berlin, Department of Psychiatry and Psychotherapy, Germany +1

  8. 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

  9. 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

  10. 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

  11. Flow-DPPO: Divergence Proximal Policy Optimization for Flow Matching Models

    Jun 9, 2026Bowen Ping, Xiangxin Zhou, Penghui Qi +3RL for Video GenerationRL for Image Generation

    Xi’an Jiaotong University · Tencent Hunyuan · National University of Singapore

  12. 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

  13. Few-step Generative Models as Lossy Compression

    Jun 9, 2026Fuma Kimishima, Jinjia ZhouLearned Image CompressionFlow-Based Generative Modeling

    Hosei University, Tokyo, Japan

  14. 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.

  15. 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.

  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. Continuous Language Diffusion as a Decoder-Interface Problem

    Jun 7, 2026Zhicheng Du, Lan MaLatent Diffusion ModelsDiffusion Language Model Decoding

    Tsinghua Shenzhen International Graduate School, Tsinghua University

  18. Active Flow Expansion for Out-of-Distribution Discovery: from Theory to Molecules

    Jun 7, 2026Riccardo De Santi, Bruce Lee, Cristian Perez Jensen +6Synthetic Data PretrainingNormalizing Flows

    ETH Zurich ETH AI Center · University of Pennsylvania · Caltech FutureHouse

  19. Learning to Solve Generative ODEs Beyond the Linear Span

    Jun 7, 2026Sihyeon Kim, Seunghun Lee, Vikas Singh +1Few-Step Diffusion SamplingFlow-Based Generative Modeling

    Korea University · KAIST · University of Wisconsin–Madison

  20. Where Rectified Flows Leak: Characterising Membership Signals Along the Interpolation Path

    Jun 5, 2026Thomas Sesmat, Gabriel Meseguer-Brocal, Geoffroy PeetersData LeakageRectified Flow

    LTCI, Télécom Paris, Institut Polytechnique de Paris, Palaiseau, France · Deezer Research, Paris, France

  21. GenPO++: Generative Policy Optimization with Jacobian-free Likelihood Ratios

    Jun 5, 2026Ke Hu, Shutong Ding, Panxin Tao +2RL ControlPolicy Gradient Methods

    ShanghaiTech University

  22. Your GFlowNet Secretly Learns an Optimal Transport Plan

    Jun 4, 2026Ian Maksimov, Nikita Morozov, Denis Belomestny +1Generative Flow NetworksFlow-Based Generative Modeling

    1HSE University · 2Duisburg-Essen University

  23. SB-RF: Schrödinger Bridge Rectified Flow for One-Step Robust Speech Enhancement

    Jun 4, 2026Caixia Lu, Xueyang Lv, Penglong Hu +1Rectified FlowSchrödinger Bridges

  24. 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)

  25. MeshFlow: Efficient Artistic Mesh Generation via MeshVAE and Flow-based Diffusion Transformer

    Jun 3, 2026Weiyu Li, Antoine Toisoul, Tom Monnier +43D Mesh Generation3D Representation Learning

    Meta AI · Hong Kong University of Science and Technology

  26. SymTRELLIS: Symmetry-Enforced Voxel Latents for 3D Generation

    Jun 2, 2026Guangda Ji, Qimin Chen, Qinchan Li +33D Asset GenerationGenerative Modeling

    Simon Fraser University, Burnaby, BC, Canada · ShanghaiTech University, Shanghai, China · Augmenta, Toronto, ON, Canada

  27. Optimal Transport Flow Matching by Design

    Jun 2, 2026Shimon Malnick, Matan Rusanovsky, Ohad Fried +1Flow MatchingOne-Step Generative Modeling

    1Tel Aviv University · 2Reichman University

  28. Let the Dynamics Flow: Stable Flow Matching Dynamical Systems

    Jun 2, 2026Rodrigo Pérez-Dattari, Francisco Leiva, Andrea Testa +3Flow MatchingLyapunov Stability

    Department of Robotics, Perception, and Learning, KTH Royal Institute of Technology, Stockholm, Sweden. · Advanced Mining Technology Center (AMTC) and Department of Electrical Engineering, Universidad de Chile, Santiago, Chile. · Bosch Center for Artificial Intelligence, Renningen, Germany. +1

  29. Low-Pass Flow Matching

    Jun 1, 2026Francesco M. Ruscio, T. Konstantin RuschFlow MatchingImage Generation

    ELLIS Institute Tübingen & · Max Planck Institute for Intelligent Systems & · AITHYRA +2

  30. FlowTime: Towards Continuous Generative Watch Time Prediction via Flow-based Personalized Priors

    May 31, 2026Hongxu Ma, Han Zhou, Chenghou Jin +5Recommender SystemsFlow-Based Generative Modeling

    Fudan University Shanghai, China · Kuaishou Technology Beijing, China · Shanghai University of Finance and Economics Shanghai, China +1