Fokker–Planck Equation

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16 papers2 papers in the last four weeks, with none the four weeks before. 0.0% of all new papers.

  1. Probability flow ODEs in score-based and reflected diffusion models

    Oct 2, 2026Rama CONTDiffusion SamplingDiffusion Models

    Mathematical Institute, University of Oxford

  2. Beyond Gradient Flow: Identifiability and Recovery from Distribution Snapshots

    Sep 28, 2026Nam D. Nguyen, Valeriya MalyshevaFokker–Planck EquationSystem Identification

    VIB, Center for Molecular Neurology, Antwerp, Belgium · VIB, Center for AI and Computational Biology, Leuven, Belgium · Faculty of Pharmaceutical, Biomedical and Veterinary Sciences, University of Antwerp, Antwerp, Belgium +2

  3. A Hyperfinite Framework for Score-Based Generative Modeling

    Aug 3, 2026Sunder Ram KrishnanScore MatchingStochastic Differential Equations

    Kerala School of Mathematics, Kozhikode 673571, Kerala, India.

  4. Reflected diffusion, no-flux continuity equations and confined Lagrangian flows in bounded domains

    Jul 30, 2026Rama ContDynamical SystemsStochastic Differential Equations

  5. Stochastic Counterdiabatic Driving via Biorthogonal Liouvillian Eigenmodes

    Jul 27, 2026Sandeep Suresh Cranganore, Sebastian Lehner, Johannes Brandstetter +1Fokker–Planck Equation

    Institute for Machine Learning (Ellis Unit), Johannes Kepler University, Linz · Mistral AI, Paris, France · AMLab, Informatics Institute, University of Amsterdam, The Netherlands +1

  6. Operator learning for solving Fokker-Planck equations with various initial conditions

    Jun 8, 2026Li Zeng, Xiaoliang Wan, Yaobin Wang +2PDE SolvingPDE Operator Learning

    School of Mathematics and Statistics, Fuzhou University, Fuzhou, China · Department of Mathematics and Center for Computation and Technology, Louisiana State University, Baton Rouge 70803, USA · Faculty of Science and Technology, Beijing Normal-Hong Kong Baptist University, Zhuhai 519087, China. +2

  7. The Crowded Embedding Space: A Mean-Field Mechanism for Emergent Marginalization in Retrieval-Augmented Agents

    Jun 1, 2026Shwan Ashrafi, Dan RothFokker–Planck EquationAlgorithmic Fairness

    Oracle AI

  8. Why SGD is not Brownian Motion: A New Perspective on Stochastic Dynamics

    May 21, 2026Igor Ignashin, Anna Radovskaya, Andrew Semenov +7Fokker–Planck EquationNeural Network Training Dynamics

    Basic Research of Artificial Intelligence Laboratory (BRAIn Lab) · P.N. Lebedev Physical Institute of the Russian Academy of Sciences · Innopolis University

  9. An Analysis of Regularization and Fokker-Planck Residuals in Diffusion Models for Image Generation

    Apr 16, 2026Onno Niemann, Gonzalo Martínez Muñoz, Alberto Suárez GonzalezDiffusion-Based Image GenerationScore-Based Generative Modeling

    Universidad Autónoma de Madrid

  10. Generative Path-Finding Method for Wasserstein Gradient Flow

    Apr 13, 2026Chengyu Liu, Xiang ZhouFokker–Planck EquationWasserstein Gradient Flows

    Department of Data Science, City University of Hong Kong, Kowloon, Hong Kong SAR · Department of Mathematics, City University of Hong Kong, Kowloon, Hong Kong SAR

  11. Neural Galerkin Normalizing Flow for Transition Probability Density Functions of Diffusion Models

    Mar 19, 2026Riccardo Saporiti, Fabio NobileNormalizing FlowsNeural PDE Solvers

    CSQI, École Polytechnique Féderale de Lausanne, Switzerland

  12. Neural Pushforward Samplers for the Fokker-Planck Equation on Embedded Riemannian Manifolds

    Mar 17, 2026Andrew Qing He, Wei CaiFokker–Planck EquationPDE Solving

    Department of Mathematics, Southern Methodist University, Dallas, TX 75275.

  13. Differentiable Stochastic Traffic Dynamics: Physics-Informed Generative Modelling in Transportation

    Mar 10, 2026Wuping XinPhysics-Informed Generative ModelingTraffic Flow Estimation

    Caliper Corporation

  14. Adaptive Probability Flow Residual Minimization for High-Dimensional Fokker-Planck Equations

    Dec 22, 2025Xiaolong Wu, Qifeng LiaoNeural PDE SolversPDE Solving

    School of Information Science and Technology, ShanghaiTech University, Shanghai, 201210, China

  15. A PDE Perspective on Generative Diffusion Models

    Nov 8, 2025Kang Liu, Enrique ZuazuaFokker–Planck EquationDiffusion Models

    Universit´e Bourgogne Europe, CNRS, Institut de Mathematiques de Bourgogne, 21000 Dijon, France. · Friedrich - Alexander - Universität Erlangen - Nürnberg, Department of Mathematics, Chair for Dynamics, Control, Machine Learning, and Numerics (Alexander von Humboldt Professorship), 91058 Erlangen, Germany. · Universidad Aut´onoma de Madrid, Departamento de Matem´aticas, 28049 Madrid, Spain. +1

  16. Optimal Condition for Initialization Variance in Deep Neural Networks: An SGD Dynamics Perspective

    Aug 18, 2025Hiroshi Horii, Sothea HasFokker–Planck EquationNeural Network Initialization

    SU · KHM