Conditional Flow Matching

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Generative Flow NetworksHierarchical Flow MatchingVelocity FieldVector Fields

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Period ending 2026-09-21

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Period ending 2026-09-14

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Period ending 2026-09-07

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101 papers

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  1. Improving Ensemble Filters with Flow Matching

    Sep 23, 2026Haoyuan Chen, Alexandre ThiéryData AssimilationParticle Filters

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

    Sep 20, 2026Ruiqi Feng, Chongyi Wang, Tao Zhang +1Particle FiltersConditional Flow Matching

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

    Sep 15, 2026Alexander TyurinConditional Flow MatchingVariance Reduction

  4. Fast and Faithful: Principled Conditional Flow Matching for Inverse Problems

    Sep 14, 2026Shirin Shoushtari, Edward P. Chandler, Xiao Shi +1Conditional Flow MatchingIll-Posed Inverse Problem

  5. Flow Duality and Source Geometry for Categorical Generation

    Sep 11, 2026Etrit HaxholliConditional Flow MatchingInterpolation

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

    Sep 9, 2026Haochen Niu, Shengye Dong, Hao Liu +2Flow-Matching Vision-Language-ActionVision-Language-Action Models

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

    Sep 7, 2026Zhijie Shen, Chenchen Fu, Xuanhao Chang +2Physics-Guided Deep Learning FrameworkSynthetic Aperture Radar

  8. Text-guided flow matching enables sample-efficient crystal structure generation

    Sep 1, 2026Wentao LiCrystal StructureCrystal

  9. Conditional Flow Matching for Cross-Field MRI Harmonisation

    Sep 1, 2026Baris Imre, Aram Salehi, Levente Baljer +3Magnetic Resonance ImagingConditional Flow Matching

  10. Conditional Flow Matching for ML-Based Inverse Design Problems

    Sep 1, 2026Juliana Felder, Milad Habibi, Soheyl Massoudi +1Generative Inverse DesignConditional Flow Matching

  11. DFM Mimir v1: An Open HRM Delivering Frontier Performance at 1B Parameters Using Only Permissible Post-Training Data

    Aug 13, 2026Peter Schneider-Kamp, Jacob Nielsen, Gianluca Barmina +2Large LanguageLLM Post-Training Methods

  12. FUSE: Feature-Wise Unified Specialization with Cross-Column Exchange for Mixed-Type Tabular Flow Matching

    Aug 7, 2026Suman Cha, Seongchan Lee, Dohyun Ko +1Conditional Flow Matching

  13. Task-Conditional Flow Matching for Balanced Multilingual Text Embedding Adaptation

    Aug 6, 2026Tirth Bhatt, Naren Kumar S, Mayank SinghDomain-Invariant Text EmbeddingsLarge Language Model Adaptation

  14. Discretization and Statistical Consistency of Functional Flow Matching

    Aug 5, 2026Lennon J. ShikhmanConditional Flow MatchingIll-Posed Inverse Problem

  15. Safe Vision Language Action Models via Barrier Enhanced Flow Matching

    Jul 31, 2026Kasra Sinaei, Hung-Chieh Wu, Donald EbeigbeControl Barrier FunctionsPretrained Vision-Language-Action

  16. FBFM: A Training-Free Asynchronous Feedback Mechanism for Flow-Matching in World-Action Models Execution

    Jul 31, 2026Peize Li, Ruimeng Zhang, Ru Zhang +3Efficient World-Action ModelWorld Models

  17. Learning Optimal Dynamic Matching via Graph Neural Networks

    Jul 31, 2026Genta Okada, Shunya Noda, Junpei Komiyama +1Bipartite Perfect MatchingsMatching Markets

  18. SCMA: Structure-Conditioned and Metal-Aware Flow Matching for CT Metal Artifact Reduction

    Jul 30, 2026Heran Wang, Jianing Sun, Xu Jiang +3Metal Artifact ReductionTomography

  19. Flow Matching with Missing Data

    Jul 30, 2026Fairoz Nower Khan, Nabuat Zaman Nahim, Peizhong JuImputationConditional Flow Matching

  20. Noise-Robust Conditional Flow Matching: Generating Clean Samples from Noisy Datasets

    Jul 28, 2026Adrian Urbański, Gabriel della Maggiora, Artur YakimovichGenerative ModelsConditional Flow Matching

  21. Joint Flow Matching for Generator-Consistent Classification

    Jul 27, 2026Hayden McAlister, Lech SzymanskiConditional Flow MatchingGenerative Models

  22. Not All EEG Moments Are Equal: Position-Adaptive Time Scheduling for EEG Generation

    Jul 25, 2026Boheng Liu, Ziyu Li, Chenghua Duan +2Electroencephalography Spatial Super-ResolutionConditional Flow Matching

  23. Context-weighted Discrete Flow Matching

    Jul 23, 2026Daniil Cherniavskii, Daniel Severo, Karen UllrichGenerative Flow NetworksGenerative Models

  24. STEREOFLOW: Progressive Stereo Matching with StereoDiT and Transition Flow Matching

    Jul 22, 2026Hao Wang, Haoran Geng, Xiaotong Yang +7Stereo MatchingHierarchical Flow Matching

  25. TVGL-CFM:Generating and Forecasting Time-Varying Trajectories of Dynamic Networks with Conditional Flow Matching

    Jul 18, 2026Om Roy, Yashar Moshfeghi, Keith Malcolm SmithHuman Brain NetworksTrajectory Prediction

  26. Heavy-Tailed Flow Matching via Random Clocks

    Jul 15, 2026Zhouhao Yang, Yezhen Wang, Kenji Kawaguchi +2Conditional Flow MatchingLong-Tailed Distribution

  27. Source-Lifted Flow Matching for Intervenable Multimodal Imitation

    Jul 11, 2026He Zhang, Ying Sun, Pengteng Li +6Conditional Flow MatchingFlow-Based Policy

  28. Joint Discrete-Continuous Flow Matching for Open-Vocabulary Inverse Design of Multilayer Optical Coatings

    Jul 9, 2026Zhiyi Li, Yuheng Jin, Yidan Huang +3Generative Inverse DesignConditional Flow Matching

  29. Constrained Flow Matching via Lagrangian Dual Flows

    Jul 5, 2026Vince Kurtz, Alexander DavydovConditional Flow MatchingGenerative Models

  30. CCFM: Collision-Constrained Flow Matching for Safety-Critical Scenario Generation

    Jul 5, 2026Ke Li, Kaidi Liang, Yuxin Ding +3Autonomous Driving SimulationCollision Prediction

  31. Generative Modeling of Quantum Distribution with Functional Flow Matching

    Jul 1, 2026Jaehoon Hahm, Tak Hur, Joonseok Lee +1Quantum Machine LearningConditional Flow Matching

  32. SNAP-FM: Sparse Nonlinear Accelerated Projection for Physics-Constrained Generative Modeling

    Jun 30, 2026Alaina Kolli, Theodoros Xenakis, Utkarsh Utkarsh +4Inequality ConstraintsGenerative Models

  33. FacePlex: Full-Duplex Joint Speech-Facial Motion Generation for Conversational Avatars

    Jun 29, 2026Habin Lim, Jae-Ho Lee, Hah Min Lew +2Facial AnimationFull-Duplex Dialogue

  34. Simplifying Flow Matching Transformations with Low-Rank Mixture Models

    Jun 29, 2026Liam A. Kruse, Houjun Liu, Alexandros E. Tzikas +2Normalizing FlowsConditional Flow Matching

  35. Interventional Flow Matching: Prospective Dose-Response Forecasting with Velocity-Field Jacobian Regularization

    Jun 28, 2026Amirreza Dolatpour Fathkouhi, Justin Lee, Heman ShakeriContinuous Glucose MonitoringConditional Flow Matching

  36. Physics-Grounded Disentangled Flow Modeling for Brain Disease Progression Trajectory

    Jun 26, 2026Jun Wang, Peirong LiuPatient TrajectoriesConditional Flow Matching

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

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

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

    Jun 23, 2026Feiyang Fu, Hehe FanSamplersConditional Flow Matching

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

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

  40. 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

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

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

  42. 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

  43. 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

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

    Jun 18, 2026Bingshuo Qian, Xiang ChengImagenetAsynchronous Execution

  45. Decision-Weighted Flow Matching for Contextual Stochastic Optimization

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

  46. 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

  47. 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

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

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

  49. Flexible Flows for Biological Sequence Design

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

  50. CSFlow: Aligning Flow Matching with Human Contrast Sensitivity

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

  51. Spatiotemporal Imputation with Graph-Informed Flow Matching

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

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

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

  53. Multimarginal flow matching with optimal transport potentials

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

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

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

  55. Fast Organic Crystal Structure Prediction with Unit Cell Flow Matching

    Jun 2, 2026Alston Lo, Luka Mucko, Austin H. Cheng +4Conditional Flow Matching

  56. On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching

    Jun 1, 2026Mohammad Rashed, Duarte F. Valoroso Madeira, Babak Gholami +3Topology OptimizationModel Sensitivity

  57. Flow Matching for Convective-Scale Precipitation Downscaling

    May 29, 2026Tom WetherellDynamical DownscalingConditional Flow Matching

  58. VolFill: Single-View Amodal 3D Scene Reconstruction with Volumetric Flow Matching

    May 29, 2026Tuan Duc Ngo, Chuang Gan, Evangelos Kalogerakis3D ReconstructionVolume

  59. ProgVLA: Progress-Aware Robot Manipulation Skill Learning

    May 27, 2026Seungsu Kim, Jinyoung Choi, Seungmin Baek +1Generalizable Robotic ManipulationsLarge Vision Language Models

  60. Recursive Flow Matching

    May 26, 2026Jiahe Huang, Sihan Xu, Sharvaree Vadgama +1Conditional Flow MatchingGenerative Models