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. Free Energy Surface Sampling via Reduced Flow Matching

    May 1, 2026Zichen Liu, Tiejun LiFree Energy PrincipleInvertible Flows

  2. How to Guide Your Flow: Few-Step Alignment via Flow Map Reward Guidance

    Apr 29, 2026Jerry Y. Huang, Justin Lin, Sheel Shah +2Generative Flow NetworksFlow Map

  3. Color-Encoded Illumination for High-Speed Volumetric Scene Reconstruction

    Apr 29, 2026David Novikov, Eilon Vaknin, Narek Tumanyan +1Dynamic Scene ReconstructionVolume

  4. Conditional Flow Matching for Probabilistic Downscaling of Maximum 3-day Snowfall in Alaska

    Apr 28, 2026Douglas Brinkerhoff, Elizabeth FischerDynamical DownscalingGlobal Climate Models

  5. Learning biophysical models of gene regulation with probability flow matching

    Apr 27, 2026Suryanarayana Maddu, Victor Chardès, Michael J. ShelleyGene-Regulatory NetworksConditional Flow Matching

  6. CoreFlow: Low-Rank Matrix Generative Models

    Apr 27, 2026Dongze Wu, Linglingzhi Zhu, Yao XieGenerative Flow NetworksGenerative Models

  7. Point-MF: One-step Point Cloud Generation from a Single Image via Mean Flows

    Apr 27, 2026Yuta Baba, Keiji YanaiSingle ImagesVelocity Field

  8. Guiding Vector Field Generation via Score-based Diffusion Model

    Apr 27, 2026Zirui Chen, Shiliang Guo, Shiyu ZhaoVector FieldsNeural Guidance

  9. FlowPlace: Flow Matching for Chip Placement

    Apr 26, 2026Peng Xie, Ke Xue, Yunqi Shi +6Chip DesignLayouts

  10. Adversarial Flow Matching for Imperceptible Attacks on End-to-End Autonomous Driving

    Apr 26, 2026Xinyu Zeng, Xiangkun He, Lei Tao +2Autonomous DrivingMultimodal Diffusion Transformers

  11. MotionHiFlow: Text-to-motion via hierarchical flow matching

    Apr 25, 2026Heng Li, Xiaotong Lin, Ling-An Zeng +3Text-To-Motion GenerationHierarchical Flow Matching

  12. Null-Space Flow Matching for MIMO Channel Estimation in Latency-Constrained Systems

    Apr 23, 2026Junjie Zhao, Guangming Liang, Dongzhu Liu +1Joint Channel EstimationChannel State Information

  13. GFlowState: Visualizing the Training of Generative Flow Networks Beyond the Reward

    Apr 23, 2026Florian Holeczek, Andreas Hinterreiter, Alex Hernandez-Garcia +2Generative Flow NetworksVisual Analytics

  14. On the Role of Strain and Vorticity in Numerical Integration Error for Flow Matching

    Apr 22, 2026Chenxi Tao, Seung-Kyum ChoiVelocity FieldTurbulence

  15. Generative Flow Networks for Model Adaptation in Digital Twins of Natural Systems

    Apr 22, 2026Pascal Archambault, Houari Sahraoui, Eugene SyrianiDigital TwinsParameter-Efficient Adaptation

  16. Frequency-Forcing: From Scaling-as-Time to Soft Frequency Guidance

    Apr 21, 2026Weitao DuGenerative Flow NetworksLarge-Scale Image Generation

  17. OFlow: Injecting Object-Aware Temporal Flow Matching for Robust Robotic Manipulation

    Apr 20, 2026Kuanning Wang, Ke Fan, Chenhao Qiu +5Flow-Matching Vision-Language-ActionGeneralizable Robotic Manipulations

  18. Reward Score Matching: Unifying Reward-based Fine-tuning for Flow and Diffusion Models

    Apr 19, 2026Jeongjae Lee, Jinho Chang, Jeongsol Kim +1Score-Based Diffusion ModelTraining-Free Reward Alignment

  19. Planning Smooth and Safe Control Laws for a Unicycle Robot Among Obstacles

    Apr 19, 2026Aref Amiri, Basak Sakcak, Steven M. LaValleFeedback LinearizationObstacle Avoidance

  20. Frequency-Aware Flow Matching for High-Quality Image Generation

    Apr 16, 2026Sucheng Ren, Qihang Yu, Ju He +3Hierarchical Flow MatchingLarge-Scale Image Generation

  21. RelativeFlow: Taming Medical Image Denoising Learning with Noisy Reference

    Apr 16, 2026Yuxin Liu, Yiqing Dong, Wenxue Yu +4Image DenoisingActive Motor Noise Cancellation

  22. One-Shot Generative Flows: Existence and Obstructions

    Apr 16, 2026Panos Tsimpos, Daniel Sharp, Youssef MarzoukInvertible FlowsVelocity Field

  23. LeapAlign: Post-Training Flow Matching Models at Any Generation Step by Building Two-Step Trajectories

    Apr 16, 2026Zhanhao Liang, Tao Yang, Jie Wu +2Hierarchical Flow MatchingLatent Representation Alignment

  24. Mean Flow Policy Optimization

    Apr 16, 2026Xiaoyi Dong, Xi Sheryl Zhang, Jian ChengFlow-Based PolicyGenerative Flow Networks

  25. LatentFlowSR: High-Fidelity Audio Super-Resolution via Noise-Robust Latent Flow Matching

    Apr 10, 2026Fei Liu, Yang Ai, Hui-Peng Du +2Generative Super-ResolutionGenerative Flow Networks

  26. Training-Free Refinement of Flow Matching with Divergence-based Sampling

    Apr 6, 2026Yeonwoo Cha, Jaehoon Yoo, Semin Kim +3Generative Flow NetworksDiffusion Sampling

  27. ProtoFlow: Mitigating Forgetting in Class-Incremental Remote Sensing Segmentation via Low-Curvature Prototype Flow

    Apr 3, 2026Jiekai Wu, Rong Fu, Chuangqi Li +10Remote Sensing Image SegmentationLearnable Prototypes

  28. ScatterPrism: convergence for generative simulation and inverse problems in particle and nuclear physics

    Apr 1, 2026Zeyu Xia, Tyler Kim, Trevor Reed +3High Energy PhysicsPhysics-Informed Machine Learning

  29. Generalization and Memorization in Rectified Flow

    Mar 12, 2026Mingxing Rao, Daniel MoyerRectified FlowGenerative Flow Networks

  30. Efficient Flow Matching for Sparse-View CT Reconstruction

    Feb 27, 2026Jiayang Shi, Lincen Yang, Zhong Li +3Conditional Flow MatchingVelocity Field

  31. Entropy-Controlled Flow Matching

    Feb 25, 2026Chika MaduabuchiConditional Flow MatchingStochastic Optimal Control

  32. Momentum Guidance: Plug-and-Play Guidance for Flow Models

    Feb 23, 2026Runlong Liao, Jian Yu, Baiyu Su +3Generative Flow NetworksNeural Guidance

  33. Dual-End Consistency Model

    Feb 11, 2026Linwei Dong, Ruoyu Guo, Ge Bai +3Generative Flow Networks

  34. Alleviating Sparse Rewards by Modeling Step-Wise and Long-Term Sampling Effects in Flow-Based GRPO

    Feb 6, 2026Yunze Tong, Mushui Liu, Canyu Zhao +7Generative Flow NetworksFlow-Grpo

  35. Conditional Flow Matching for Visually-Guided Acoustic Highlighting

    Feb 3, 2026Hugo Malard, Gael Le Lan, Daniel Wong +3Cross-Modal LearningConditional Flow Matching

  36. CoLA-Flow Policy: Temporally Coherent Imitation Learning via Continuous Latent Action Flow Matching for Robotic Manipulation

    Jan 30, 2026Wu Songwei, Jiang Zhiduo, Sun Wandong +4Imitation LearningGenerative Flow Networks

  37. Variational Bayesian Flow Network for Graph Generation

    Jan 30, 2026Yida Xiong, Jiameng Chen, Xiuwen Gong +3Generative Flow Networks

  38. GenDA: Generative Data Assimilation on Complex Urban Areas via Classifier-Free Diffusion Guidance

    Jan 16, 2026Francisco Giral, Álvaro Manzano, Ignacio Gómez +2Data AssimilationUrban Wind

  39. FUSE: A Flow-based Mapping Between Shapes

    Nov 17, 2025Lorenzo Olearo, Giulio Viganò, Daniele Baieri +2Non-Rigid Shape MatchingHierarchical Flow Matching

  40. SeFA-Policy: Fast and Accurate Visuomotor Policy Learning with Selective Flow Alignment

    Nov 11, 2025Rong Xue, Jiageng Mao, Mingtong Zhang +1Visuomotor PolicyFlow-Based Policy

  41. Reinforcement Fine-Tuning of Flow-Matching Policies for Vision-Language-Action Models

    Oct 11, 2025Mingyang Lyu, Yinqian Sun, Erliang Lin +4Flow-Matching Vision-Language-ActionReinforcement Fine-Tuning

  42. Flow-Matching Guided Deep Unfolding for Hyperspectral Image Reconstruction

    Oct 2, 2025Yi Ai, Yuanhao Cai, Yulun Zhang +2Deep Unfolding NetworksHyperspectral Imaging

  43. Multi-Marginal Flow Matching with Adversarially Learnt Interpolants

    Oct 1, 2025Oskar Kviman, Kirill Tamogashev, Nicola Branchini +3Conditional Flow MatchingInterpolation

  44. Why Pool When You Can Flow? Active Learning with GFlowNets

    Aug 31, 2025Renfei Zhang, Mohit Pandey, Artem Cherkasov +1Active LearningGenerative Flow Networks

  45. Physics-Constrained Fine-Tuning of Flow-Matching Models for Generation and Inverse Problems

    Aug 5, 2025Jan Tauberschmidt, Sophie Fellenz, Sebastian J. Vollmer +1Ill-Posed Inverse ProblemInverse Problem

  46. Design optimization and robustness analysis of rigid-link flapping mechanisms

    Mar 27, 2025Shyam Sunder Nishad, Anupam SaxenaKinematic ChainTopology Optimization

  47. Local Flow Matching Generative Models

    Oct 3, 2024Chen Xu, Xiuyuan Cheng, Yao XieGenerative Flow NetworksConditional Flow Matching

  48. Adaptive teachers for amortized samplers

    Oct 2, 2024Minsu Kim, Sanghyeok Choi, Taeyoung Yun +7SamplersAdaptive Testing

  49. Robustness and Structure Preservation in Flow-Based Generative Models via Wasserstein Path-Space Divergences

    Oct 2, 2024Ziyu Chen, Markos A. Katsoulakis, Benjamin J. ZhangWasserstein DistanceGenerative Flow Networks

  50. Learning diverse attacks on large language models for robust red-teaming and safety tuning

    May 28, 2024Seanie Lee, Minsu Kim, Lynn Cherif +8Language Model Evasion AttacksRed-Teaming

  51. PhyloGFN: Phylogenetic inference with generative flow networks

    Oct 12, 2023Mingyang Zhou, Zichao Yan, Elliot Layne +5Phylogenetic TreesGenerative Flow Networks

  52. Amortizing intractable inference in large language models

    Oct 6, 2023Edward J. Hu, Moksh Jain, Eric Elmoznino +4Large Language Model Fine-TuningLarge Language Model Reasoning

  53. Expected flow networks in stochastic environments and two-player zero-sum games

    Oct 4, 2023Marco Jiralerspong, Bilun Sun, Danilo Vucetic +4Generative Flow NetworksSelf-Play

  54. Delta-AI: Local objectives for amortized inference in sparse graphical models

    Oct 3, 2023Jean-Pierre Falet, Hae Beom Lee, Esmeralda S. Whitammer +6Probabilistic InferenceGenerative Flow Networks

  55. GFlowNets and variational inference

    Oct 2, 2022Esmeralda S. Whitammer, Salem Lahlou, Tristan Deleu +5Variational InferenceGenerative Flow Networks

  56. Partial GFlowNet: Accelerating Convergence in Large State Spaces via Strategic Partitioning

    Date pendingXuan Yu, Xu Wang, Rui Zhu +2Generative Flow NetworksState Space

  57. AdaVLA: Adaptive Step Flow Matching for Training-free Acceleration of Vision-Language-Action Models

    Date pendingSunghwan Han, Youngtae Han, Youngmin YiFlow-Matching Vision-Language-ActionHierarchical Flow Matching