Generative Flow Networks

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17 papers in the last four weeks, up 467% on the four weeks before. 0.2% of all new papers.

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  1. Learning a Mixture of GFlowNets

    Oct 6, 2026Tiago da Silva, Amauri H. Souza, Salem LahlouGenerative Flow Networks

    MBZUAI, UAE · Avra, Brazil & Federal Institute of Cear´a, Brazil

  2. Global Transport Couplings for Classifier-Free Guided Flows

    Oct 6, 2026Katarina Petrović, Zander W. Blasingame, Danyal Rehman +5Generative Flow NetworksClassifier-Free Guidance

    AITHYRA · University of Oxford · Mila - Québec AI Institute +7

  3. Efficient Graph Generation via Direct Prediction and Flow Matching

    Oct 4, 2026Susie LuPhysics-Guided DiffusionGenerative Flow Networks

    MIT

  4. Fenchel Tilting: Weighted Correction for Efficient Finetuning of Generative Models

    Sep 30, 2026Maksim Bobrin, Maksim Zhdanov, Dmitry DylovGenerative Flow NetworksGenerative Models

    AXXX · Applied AI Institute · MBZUAI

  5. RW-Flow: One-Step Generation on Compact Manifolds via Wasserstein Gradient Flows

    Sep 30, 2026Ualibyek Nurgulan, Seungwoo Yoo, Prin Phunyaphibarn +1Wasserstein Gradient FlowsGenerative Flow Networks

    KAIST

  6. RetroGEF: Dynamic Graph Edit Flow for Single-Step Retrosynthesis

    Sep 29, 2026Xiaozhuang Song, Xuemin Chen, Xinjian Zhao +2Drug DiscoveryGenerative Flow Networks

    The Chinese University of Hong Kong, Shenzhen · Shanghai AI Laboratory

  7. Beyond Mode Collapse: Generating Diverse Synthetic Expert Conversations via Generative Flow Networks

    Sep 29, 2026Sumit Asthana, Michael Ion, Kevyn Collins ThompsonGenerative Flow NetworksSynthetic Data

    University of Michigan Ann Arbor, MI, USA

  8. MeanFlowAdvantage: Stable Reward Fine-Tuning for Few-Step Average-Velocity Generators

    Sep 29, 2026Haocheng Tang, Tianchi Xie, Xingqiao LinMeanflowGenerative Flow Networks

    Northeastern University Boston, MA 02115, USA · Tsinghua University Beijing, 100084, PRC · Carnegie Mellon University Pittsburgh, PA 15213, USA

  9. FlowMAS: Learning Multi-Agent Workflow Topology via Information-guided Generative Flow Network

    Sep 29, 2026Haitao Wang, Chenjing Liang, Haipeng Zhang +6Multi-Agent WorkflowsGenerative Flow Networks

    Fujian Key Laboratory of Urban Intelligent Sensing and Computing, Xiamen University, Xiamen, China · School of Computer, National University of Defense Technology, China

  10. Unifying Distributional Training for One-Step Visual Generation

    Sep 28, 2026Chi Zhang, Shi Haoyang, Yueyi Liu +9Generative Flow NetworksVisual Generation

    Tsinghua University · Fudan University · Xi’an Jiaotong University +4

  11. CapField-OPD: Learning Continuous Capability Fields via Joint-Anchored Multi-Teacher On-Policy Distillation for Flow Models

    Sep 28, 2026Pengyang Ling, Jiazi Bu, Yujie Zhou +6Aware Heterogeneous Multi-Teacher Multimodal On-Policy DistillationGenerative Flow Networks

    University of Science and Technology of China · Shanghai Jiao Tong University · Fudan University +2

  12. Scaling Versatile 3D Assets Editing with a Million-Scale Dataset

    Sep 28, 2026Badi Li, Tianxin Huang, Yu Zhou +33D AssetsLarge-Scale 3D Editing Dataset

    The University of Hong Kong · Shenzhen Loop Area Institute · Sun Yat-Sen University +1

  13. DecFlowEdit: Self-Localized Flow-based Image Editing via Guidance Decoupling

    Sep 28, 2026Zheyuan Zhan, Can Wang, Jiawei Chen +4Diffusion-Based Image EditingImage Editing

    Zhejiang University · University at Buffalo · University of California, Berkeley

  14. WTF?! Simulation-Free Reinforcement Learning with Wasserstein-Tilted Flow Maps

    Sep 22, 2026Abbas Mammadov, Jerry Y. Huang, Justin Lin +5Generative Flow NetworksReinforcement Fine-Tuning

    University of Oxford · Carnegie Mellon University

  15. Topology-Stratified Materials Discovery with A Flow-Based Generative Model

    Sep 22, 2026Jingyi Zhou, Oyshee Chowdhury, Noah Oyeniran +1Crystal StructureData-Driven Materials Discovery

    Department of Aerospace Engineering and Mechanics, University of Alabama, Tuscaloosa, 35487, Alabama, United States. · Alabama Materials Institute, The University of Alabama, Tuscaloosa, 35487, Alabama, United States.

  16. SPIBER: Reconstructing Free Energy Landscapes from Short, Unconverged Trajectories with Generative Flow Networks

    Sep 19, 2026Venkata Sai Sreyas Adury, Pratyush TiwaryFree Energy PrincipleFree-Energy Landscape

    Chemical Physics Program and Institute for Physical Science and Technology, University of Maryland, College Park 20742, USA · Biophysics Program and Institute for Physical Science and Technology, University of Maryland, College Park 20742, USA · Department of Chemistry and Biochemistry and Institute for Physical Science and Technology, University of Maryland, College Park 20742, USA +1

  17. Beyond Random Couplings: Contrastive Noise Alignment in Generative Flows

    Sep 16, 2026Lennart Wittke, Vinicius AzevedoDiffusion AlignmentGenerative Flow Networks

    ETH Zürich · Disney Research | Studios

  18. Branched Optimal Transport Amortization

    Sep 14, 2026Semyon Semenov, Viktor Kovalchuk, Meir Roketlishvili +4Generative Flow NetworksOptimal Transport Approach

    MBZUAI

  19. Particle GFlowNets: Rethinking Generative Marginalization Models

    Sep 11, 2026Tiago da Silva, Diego Mesquita, Salem LahlouGenerative Flow NetworksGibbs

    MBZUAI · School of Applied Mathematics, Getulio Vargas Foundation

  20. OrnaStyler: Ornament-Aware Latent Editing for Content-Preserving 3D Stylization

    Aug 30, 2026Tomohiro Aizawa, Shigeru Kuriyama, Chunzhi Gu3D AssetsStylization

    University of Fukui, Japan · Toyohashi University of Technology, Japan · AI Lab, CyberAgent, Inc., Japan

  21. XYZFlow:Scaling Multi dimensional Shortcut Flows for Efficient Generative Modeling

    Aug 12, 2026Jinxiu Liu, Xuanming Liu, Kangfu Mei +2Generative Flow NetworksDiffusion Models

    1CUHK · 2Westlake University · 3Johns Hopkins University

  22. Generating Attacks for LLMs with GFlowNets

    Aug 10, 2026Berkay Ozcam, Irem Onen, Mehmet Fatih Amasyali +1Attacker Large Language ModelLarge Language Model Safety

    Cybersecurity R&D Turkcell Istanbul, Turkey · Department of Computer Engineering Yıldız Technical University Istanbul, Turkey

  23. CrystalGRPO: Target-Aligned and Coverage-Preserving Reinforcement Learning for Flow-Based Crystal Structure Prediction

    Aug 6, 2026Kaixiang Su, Hongfei Xue, Qiang ZhuCrystal Structure PredictionCrystal

    Department of Computer Science, University of North Carolina at Charlotte · Department of Mechanical Engineering and Engineering Science, University of North Carolina at Charlotte · North Carolina Battery Complexity, Autonomous Vehicle and Electrification (BATT CAVE) Research Center

  24. IFlowNets: Extending Generative Samplers to Learn Strategies in Incomplete Information Games

    Aug 5, 2026Conor M. Artman, Nicholas Di, Scott PerkinsGenerative Flow Networks

    AI Research Group, Lawrence Livermore National Laboratory · Deptartment of Statistics, Rice University · Strategic Competition Analysis Group, Lawrence Livermore National Laboratory

  25. Information-Geometric Forward Policy Training in GFlowNets

    Aug 4, 2026Yordan Raykov, Rodrigo VeigaGenerative Flow NetworksFisher Information Matrix

    School of Mathematical Sciences, University of Nottingham, Nottingham, UK

  26. Beckmann Transport Models: From Autonomous Flows to One-Step Maps

    Aug 3, 2026Lee Cheuk-Kit, Florentin Coeurdoux, Yuyuan Chen +5Generative Flow NetworksLatent Transport

    1Harvard University · 2Capital Fund Management · University of Pennsylvania +2

  27. AlphaG-OPD: Reliability-Gated Sibling Counterfactuals for On-Policy Distillation in Symbolic Alpha Factor Discovery

    Aug 2, 2026Yaoyu SuUni-OpdGenerative Flow Networks

  28. When Can You Correct Distribution Drift in Temporal Graph Generation? A Sharpening--Drift Tension and an Impossibility for Observation-Based Correction

    Jul 27, 2026Tianpeng Li, Xuan Guo, Wenjun Wang +2Temporal Graph Neural NetworksGenerative Flow Networks

    College of New Media and Communication, Tianjin University · School of Artificial Intelligence, Tianjin University · School of Cyberspace Security,Hangzhou Dianzi University

  29. Expanding Flow Maps

    Jul 23, 2026Sophia Tang, Pranam ChatterjeeGenerative Flow NetworksFlow Map

    Department of Computer and Information Science, University of Pennsylvania · Department of Bioengineering, University of Pennsylvania

  30. Context-weighted Discrete Flow Matching

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

    University of Amsterdam · Work done during an internship at Meta FAIR. · Meta FAIR

  31. Signed Rectified Flow: Negativity-Controlled Generation

    Jul 20, 2026Runlong Liao, Baiyu Su, Lizhang Chen +1Rectified FlowGenerative Flow Networks

    UT Austin

  32. Trajectory-Aware Flow Matching for Topology Optimisation

    Jul 16, 2026Shusheng Xiao, Jinshuai Bai, Hyogu Jeong +3Topology OptimizationConditional Flow Matching

    School of Mechanical, Medical and Process Engineering, Queensland University of Technology, Brisbane, 4000, QLD, Australia · Institute of Biomechanics and Medical Engineering, AML, Department of Engineering Mechanics, Tsinghua University, Beijing, 100084, China · State Key Laboratory of Advanced Environmental Technology, Guangzhou Institute of Geochemistry, Chinese Academy of Sciences, Guangzhou, 510640, China +1

  33. GFlowRL: Scaling Distribution-Matching RL to Large Language Models

    Jul 15, 2026Xiaodong Liu, Michael Xu, Jack W. Stokes +3Large Language Model Reinforcement LearningGenerative Flow Networks

    Microsoft Research

  34. Self-Consistent Flow: Unifying Velocity and Endpoint Prediction for Rectified Flow Models

    Jul 13, 2026Xu Han, Jiajing Hu, Li-Ping LiuRectified FlowGenerative Flow Networks

    Department of Computer Science Tufts University

  35. Variable-Length Generative Protein Design via Generalized Poisson Flow

    Jul 10, 2026Chaoran Cheng, Zhanghan Ni, Yanru Qu +4Protein DesignGenerative Flow Networks

    Siebel School of Computing and Data Science University of Illinois Urbana-Champaign

  36. Stability of Flow Models for Graph Signals

    Jul 8, 2026Martin Schmidt, Gonzalo MateosGenerative Flow NetworksFlow Models

    Dept. of Electrical and Computer Engineering, University of Rochester, Rochester, NY 14627, USA

  37. Weight-Space Physics: Interpretable Hypernetworks for Lattice Quantum Field Theories

    Jul 8, 2026Tobias Göbel, Julian R. Ebelt, Zier Mensch +2Effective Field TheoryWeight-Space

    Institute of Physics, University of Amsterdam, Amsterdam, Netherlands · Department of Physics, National Taiwan University, Taipei, Taiwan · Department of Physics, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA +2

  38. Generative Diffusion Models of Stochastic Graph Signals

    Jul 7, 2026Yiğit Berkay Uslu, Samar Hadou, Sergio Rozada +2Graph Neural NetworksPhysics-Guided Diffusion

    Dept. of Electrical and Systems Eng., University of Pennsylvania, Philadelphia, PA 19104 USA · Department of Signal Processing and Communications, King Juan Carlos University, Madrid, Spain

  39. XS-VLA: Teaching Tiny Vision-Language-Action Models with Spatial Supervision and Demonstration Conditioning

    Jul 5, 2026Iok Tong Lei, Ying Jie Yap, Wei Huang +5Multimodal Action DistributionsSpatial Grounding

    Department of Computer Science and Technology, Tsinghua University, Beijing, China. · National College for Excellent Engineers, Beihang University, Beijing, China. · Independent Researcher +1

  40. FlowAWR: Online Adaptive Flow Reinforcement via Advantage-Weighted Rectification

    Jun 29, 2026Zheming Fu, Ruizhe He, Wei Shang +4Generative Flow NetworksVelocity Field

    Beihang University · Joy Future Academy · Zhongguancun Academy +2

  41. Few-Step Boltzmann Generators via Scalable Likelihood Flow Maps

    Jun 27, 2026RuiKang OuYang, Hanlin Yu, Xinyue Ai +7Generative Flow NetworksBoltzmann Distributions

    University of Cambridge · University of Helsinki · Peking University +3

  42. 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 Collapse

    Indian Institute of Science · Stanford University

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

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

    Ocean University of China China · University of Arizona USA · University of Science and Technology Beijing China +1

  44. NullFlow: One-Step Generative Reconstruction

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

    Computational Imaging Group (CIG) · Washington University in St. Louis

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

    Jun 21, 2026Merve Kocabas, Gege Gao, Bernhard Schölkopf +1Denoising TrajectoryGenerative Flow Networks

    University of Tübingen, Tübingen, Germany · Max Planck Institute for Intelligent Systems, Tübingen, Germany · ETH Zürich, Zürich, Switzerland +2

  46. Curvature-Adaptive Consistency Flow Matching: Autonomous Trajectory Optimization via Reinforcement Learning

    Jun 21, 2026Songtao Tian, Guhan Chen, Bohan Li +2Diffusion ModelsGenerative Flow Networks

    1Tsinghua University, Beijing, China · 2Huawei Large Model Data Technology Lab, Shenzhen, China

  47. Residual-Space Evolutionary Optimization via Flow-based Generative Models

    Jun 18, 2026Zhuo Cao, Lena Krieger, Fernanda Nader +3Generative Flow NetworksDiffusion-Based Image Editing

    IAS-8, Forschungszentrum Jülich, Germany · LMU Munich, Munich Center for Machine Learning (MCML), Germany · Department of Computer Science, Aarhus University, Denmark.

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

    Jun 15, 2026Kirill Korolev, Nikita Morozov, Stepan Pavlenko +2Markov Chain Monte CarloGenerative Flow Networks

    1HSE University · University of Edinburgh · 3CIFAR Fellow.

  49. Graphical-Probabilistic Modeling of Generative Flows in LLM-Native Software Systems

    Jun 14, 2026Víctor A. Braberman, Flavia Bonomo-BrabermanLarge Language Model GenerationGenerative Flow Networks

    Departamento de Computación, FCEN, Universidad de Buenos Aires / ICC, UBA-CONICET Buenos Aires, Argentina

  50. Proximal Policy Optimization for Amortized Discrete Sampling

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

    HSE University · Constructor University · CMAP, CNRS, École polytechnique, IPP

  51. 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 NetworksConditional Flow Matching

    Shanghai Jiao Tong University, Shanghai, China · Shanghai Innovation Institute, Shanghai, China

  52. Flexible Flows for Biological Sequence Design

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

    Aalto University, Finland · Aalto University and YaiYai Ltd

  53. A Theory on Flow Matching with Neural Networks

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

    Princeton University, Princeton, NJ, USA. · The University of Hong Kong, Hong Kong. · Northwestern University, Evanston, IL, USA.

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

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

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

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

    Jun 5, 2026Ke Hu, Shutong Ding, Panxin Tao +2Flow PoliciesGenerative Flow Networks

    ShanghaiTech University

  56. Your GFlowNet Secretly Learns an Optimal Transport Plan

    Jun 4, 2026Ian Maksimov, Nikita Morozov, Denis Belomestny +1Generative Flow NetworksShortest Paths

    1HSE University · 2Duisburg-Essen University

  57. Pave-GRPO: Beyond Instantaneous Guidance through Principled Average Velocity Decomposition

    Jun 1, 2026Pengyang Ling, Jiazi Bu, Yujie Zhou +6Repair-Based Group-Relative Policy OptimizationGenerative Flow Networks

    University of Science and Technology of China, China · Shanghai Jiao Tong University, China · Fudan University, China +3

  58. FlowOVD: Learning Generative Latent Flows for Zero-shot Open-vocabulary Detection

    May 30, 2026Yao Wei, Andrea Cavallaro, Changjae OhOpen-Vocabulary Object DetectionOpen-Vocabulary

    1Queen Mary University of London · 2EPFL

  59. Parallel Tempering Initial Sampling in Inference-Time Reward Alignment

    May 29, 2026Myeongjun Oh, Gwangho Kim, Sungyoon LeeAdaptive SamplingReward Gradients

    Department of Artificial Intelligence 2Department of Computer Science Hanyang University, Seoul, Korea

  60. Geometric Erasure by Contrastive Velocity Matching in Rectified Flows

    May 29, 2026Jonas Henry Grebe, Tobias Braun, Anna Rohrbach +1Concept ErasureRectified Flow

    Technical University of Darmstadt & hessian.AI, Germany.