Conditional Flow Matching

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Period ending 2026-09-21

9 new papers

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Period ending 2026-09-14

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Period ending 2026-09-07

11 new papers

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  1. MammoFlow: Multiview Mammogram Synthesis with Anatomically Consistent Flow Matching

    Jun 26, 2026Yuexi Du, Leya Barrientos, Laura Sheiman +3Medical Image GenerationMammography

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

    Jun 26, 2026Xiangyu Sai, Meysam Madadi, Sergio Escalera +1Virtual Try-OnHierarchical Flow Matching

  3. Masked Language Flow Models

    Jun 26, 2026Iskander Azangulov, Kianoosh Ashouritaklimi, Leo Zhang +2Masked Diffusion Language ModelsGenerative Flow Networks

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

    Jun 25, 2026Chunshi Wang, Haohan Weng, Junliang Ye +9MeshesHierarchical Flow Matching

  5. 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 +1Generative Flow NetworksDiversity

  6. Solving Inverse Problems of Chaotic Systems with Bidirectional Conditional Flow Matching

    Jun 23, 2026Peiyan Hu, Jian Zhang, Jiashu Pan +6Ill-Posed Inverse ProblemChaos

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

    Jun 23, 2026Wangyi Pu, Michele ScarpinitiSpeech EnhancementDiscrete Speech Representations

  8. FlowPipe: LLM-Enhanced Conditional Generative Flow Networks for Data Preparation Pipeline Construction

    Jun 23, 2026Kunyu Ni, Lei Cao, Jie He +4Generative Flow NetworksWorkflow Generation

  9. Low-Cost High-Order Singular Value Decomposition for Tensor-Based Reconstruction from Sparse Sensor Measurements: Urban Flow and Air-Quality Applications

    Jun 23, 2026Arindam Sengupta, Paul Jeanney, Ricardo Vinuesa +2Singular Value DecompositionAir Pollution

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

    Jun 23, 2026Jian Xu, Delu Zeng, John Paisley +1Ill-Posed Inverse ProblemPosterior Sampling

  11. MATCH: Flow Matching for Multi-View Anomaly Detection

    Jun 23, 2026Mathis Kruse, Melissa Schween, Bodo RosenhahnZero-Shot Anomaly DetectionAnomaly Detection

  12. A Time-Reparameterized Cumulative Intensity Extrapolation Sampler for Discrete Flow Matching

    Jun 23, 2026Feiyang Fu, Hehe FanSamplersConditional Flow Matching

  13. NeuroSonic: Conditional Flow Matching for EEG-to-Speech Reconstruction

    Jun 23, 2026Wenhao Gao, Yifan Wang, Yijia Ma +3Electroencephalography Spatial Super-ResolutionSpeech Enhancement

  14. Approximating velocity fields with planted attractors via Neural-ODEs for classification purposes

    Jun 22, 2026Feliciano Giuseppe Pacifico, Duccio Fanelli, Lorenzo Buffoni +3Neural Ordinary Differential EquationsAttractors

  15. MeshFlow: Mesh Generation with Equivariant Flow Matching

    Jun 22, 2026Qi Sun, Kiyohiro Nakayama, Jing Nathan Yan +6MeshesHierarchical Flow Matching

  16. Flow6D: Discrete-to-Continuous Flow Matching for Efficient and Accurate Category-Level 6D Pose Estimation

    Jun 22, 2026Mingyu Mei, Li Zhang, Zibo Dai +4Category-Level Object Pose EstimationFeed-Forward Visual Geometry Estimation

  17. Safe Few-Step Generation via Velocity Editing

    Jun 22, 2026Yujin Choi, Jaehong YoonHierarchical Flow MatchingAi-Generated

  18. Flow as Flow: Modeling Robot Velocity Fields as Probability Velocity Fields for Flow-Based Object Manipulation

    Jun 22, 2026Koki Seno, Daichi Yashima, Yusuke Takagi +2Hierarchical Flow MatchingVelocity Field

  19. PG-MAP: Joint MAP Optimization for Inference-Time Alignment of Diffusion and Flow-Matching Models

    Jun 22, 2026Ruolan Sun, Pawel PolakHierarchical Flow MatchingMean Average Precision

  20. One-Step Flow Matching for Generative Modeling of Path-Dependent Physical Fields

    Jun 22, 2026Yijing Zhou, Jasmin JelovicaGenerative ModelsConditional Flow Matching

  21. NullFlow: One-Step Generative Reconstruction

    Jun 21, 2026Xiao Shi, Edward P. Chandler, Chicago Y. Park +2Generative Flow NetworksInpainting

  22. Trajectory Forcing: Structure-First Generation with Controllable Semantic Trajectories

    Jun 21, 2026Merve Kocabas, Gege Gao, Bernhard Schölkopf +1Large-Scale Image GenerationDenoising Trajectory

  23. DreamUV: Unwrap Artist-like UV by End-to-End Flow Matching

    Jun 21, 2026Quanyuan Ruan, Jiabao Lei, Xingyi Du +13D Generative ModelsLayouts

  24. CurvSegFlow: Time-Conditioned Flow Matching for Robust Segmentation of Curvilinear Structures in Noisy Biomedical Images

    Jun 19, 2026Sidi Mohamed Sid'El Moctar, Achraf Ait Laydi, Alexandre Beber +4Retinal Vessel SegmentationRobust Segmentation

  25. Central limit theorem for the averaged Adam optimizer

    Jun 19, 2026Steffen Dereich, Arnulf JentzenCentral Limit TheoremStochastic Approximation

  26. Intrinsic Flow Matching on Quantum Pure-State Manifolds with Phase-Aligned Transport

    Jun 19, 2026Jian Xu, Delu Zeng, John Paisley +1Hierarchical Flow MatchingEntanglement

  27. Understanding Latent Flow Models for Tabular Data Synthesis: Targets, Paths, and Sampling

    Jun 18, 2026Bahrul Ilmi NasutionSynthetic Tabular DataGenerative Flow Networks

  28. B[FM]2^2: Brain Foundation Model via Flow Matching with SplitUNet

    Jun 18, 2026Jaedong Hwang, Kathleen Zhang, Wei Dai +5Electroencephalography Foundation ModelsWireless Foundation Models

  29. Frequency-Aware Flow Matching for Continuous and Consistent Robotic Action Generation

    Jun 18, 2026Jianing Guo, Fangzheng Chen, Zihao Mao +12Hierarchical Flow MatchingAction Space

  30. TriFlow: Generating Artist-Like 3D Mesh Topology via Nearest-Vertex Vector Fields

    Jun 18, 2026Haoxuan Li, Ziya Erkoç, Daniele Sirigatti +4MeshesTopological Data Analysis

  31. CrossFlow: One-Step Generation Across Latent and Pixel Spaces

    Jun 18, 2026Xiyuan Wang, Xiao Zhang, Yang Li +4Latent Diffusion ModelGenerative Flow Networks

  32. Learning When to Denoise: Optimizing Asynchronous Schedules for Latent Diffusion

    Jun 18, 2026Bingshuo Qian, Xiang ChengImagenetAsynchronous Execution

  33. The Reward Was in Your Data All Along: Correcting Flow Matching with Discriminator-Guided RL

    Jun 17, 2026Nicolas Beltran-Velez, Felix Friedrich, Zhang Xiaofeng +4Training-Free Reward AlignmentHierarchical Flow Matching

  34. Decision-Weighted Flow Matching for Contextual Stochastic Optimization

    Jun 15, 2026Jize Xie, Haomiao Wu, Qiang Chen +2Conditional Flow MatchingStochastic Optimization

  35. LUCID: Learned Undersampling-Adaptive Consistency-Guided Inference with Deterministic Flow Matching for Sparse-View CT Reconstruction

    Jun 15, 2026Jigang Duan, Jiayi Wang, Heran Wang +3Conditional Flow MatchingHallucinations

  36. Stop the Sampler! Classifier-Based Adaptive Stopping for Sampling Kernels

    Jun 15, 2026Kirill Korolev, Nikita Morozov, Stepan Pavlenko +2Markov Chain Monte CarloSamplers

  37. Wasserstein Convergence of ODE-Based Samplers in Decentralized Diffusion Model via Velocity Field Decomposition

    Jun 14, 2026Chencheng Tang, Xuanyu Xue, Fangyikang Wang +2Diffusion SamplingSamplers

  38. Proximal Policy Optimization for Amortized Discrete Sampling

    Jun 14, 2026Anna Zykova-Myzina, Timofei Gritsaev, Daniil Tiapkin +1Generative Flow NetworksFlow-Based Policy

  39. 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 +4Zero-Shot Text-To-SpeechConditional Flow Matching

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

    Jun 11, 2026Jianming Ma, Qiyue Yang, Yang Zhang +4Generative Flow NetworksSafety-Critical Scenarios

  41. Mean Flow Distillation: Robust and Stable Distillation for Flow Matching Models

    Jun 9, 2026An Zhao, Shengyuan Zhang, Zhongjian Sun +5Hierarchical Flow MatchingConditional Flow Matching

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

    Jun 9, 2026Ruoyu Wang, Boye Niu, Xiangxin Zhou +3Hierarchical Flow MatchingBackpropagation

  43. Flexible Flows for Biological Sequence Design

    Jun 9, 2026Yogesh Verma, Dani Korpela, Harri Lähdesmäki +1Protein DesignGenerative Flow Networks

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

    Jun 9, 2026Jiexi Lyu, Xizhou Bu, Qingqiu Huang +4Latent ActionsHierarchical Flow Matching

  45. A Theory on Flow Matching with Neural Networks

    Jun 8, 2026Yihan He, Qishuo Yin, Yuan Cao +2Generative Flow NetworksVelocity Field

  46. Inside the Latent Flow: Causal Deciphering of Attention Dynamics in Audio Separation Foundation Models

    Jun 8, 2026Yuxuan Chen, Haoyuan Yu, Peize HeSpeech SeparationAudio

  47. CSFlow: Aligning Flow Matching with Human Contrast Sensitivity

    Jun 7, 2026Malgorzata Galinska, Bart Pogodzinski, Jan Eric LenssenHierarchical Flow MatchingConditional Flow Matching

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

    Jun 7, 2026Riccardo De Santi, Bruce Lee, Cristian Perez Jensen +6Generative Flow NetworksMolecular Generation

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

    Jun 7, 2026Danilo Danese, Angela Lombardi, Giuseppe Fasano +23D Latent Diffusion ModelBrain Magnetic Resonance Imaging

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

    Jun 5, 2026Thomas Sesmat, Gabriel Meseguer-Brocal, Geoffroy PeetersRectified FlowMembership Inference Attacks

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

    Jun 5, 2026Ke Hu, Shutong Ding, Panxin Tao +2Flow-Based PolicyGenerative Flow Networks

  52. AdaGRPO: A Capability-Aware Adaptive Enhancement for Flow-based GRPO

    Jun 5, 2026Jiazi Bu, Pengyang Ling, Yujie Zhou +8Group Relative Policy OptimizationGenerative Flow Networks

  53. Spatiotemporal Imputation with Graph-Informed Flow Matching

    Jun 4, 2026Zepeng Zhang, Aref Einizade, Jhony H. Giraldo +1Temporal Graph Neural NetworksConditional Flow Matching

  54. Wall Shear Stress Reconstruction from Concentration: Differentiable Physics and Physics-Informed Neural Networks

    Jun 4, 2026Mahmoud Elhadidy, Siva Viknesh, Roshan M. D'Souza +1Conventional Physics-Informed Neural NetworksVelocity Field

  55. Reactive Flux Matching: Mechanism Discovery and Adaptive Sampling of Rare Events

    Jun 4, 2026Rishal Aggarwal, David Ryan Koes, Nicholas M. Boffi +1Conditional Flow MatchingReaction

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

    Jun 4, 2026Akshay Janardan Bankar, Ankita Chatterjee, Sayan Banerjee +3Image RestorationRestoration

  57. Your GFlowNet Secretly Learns an Optimal Transport Plan

    Jun 4, 2026Ian Maksimov, Nikita Morozov, Denis Belomestny +1Generative Flow NetworksOptimal Transport

  58. Efficient Computation of Distance Functions for Navigation Vector Fields in Lie Groups

    Jun 3, 2026Vinicius M. Gonçalves, João Baião, Felipe Bartelt +4Lie GroupVector Fields

  59. Multimarginal flow matching with optimal transport potentials

    Jun 3, 2026Raghav Kansal, David Crair, Nghia Nguyen +2Conditional Flow MatchingOptimal Transport

  60. Physics-Informed Video Generation via Mixture-of-Experts Latent Alignment

    Jun 3, 2026Cong Wang, Hanxin Zhu, Jiayi Luo +6Large-Scale Video Generation ModelsVideo Latents