Fokker--Planck Equation

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

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  1. Learning Continuous Neural Representation of Stochastic Hybrid Systems

    Sep 30, 2026Sangli Teng, Hang Liu, Koushil SreenathStochastic Differential EquationsLatent Dynamics

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

    Sep 28, 2026Nam D. Nguyen, Valeriya MalyshevaFokker--Planck EquationSnapshots

    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. Closed-Form of the Local Galactic Potential and Stellar Distribution Function from Gaia DR3

    Sep 8, 2026Indranil Das, Adam Kamoski, Dora Demiri +3General RelativityFokker--Planck Equation

    Department of Physics University of Massachusetts Boston NSF Institute for AI and Fundamental Interactions · Lebedev Physical Institute Russian Academy of Sciences Moscow 119991, Russia

  4. A cylindrical neural approximation theorem for conditional laws of McKean-Vlasov equations with common noise

    Aug 8, 2026Nacira Agram, Reda Hmioui, Jan RemsNeural ApproximationsFokker--Planck Equation

    Department of Mathematics, KTH Royal Institute of Technology, 100 44 Stockholm, Sweden. · Digital Futures, Sweden. · Grenoble INP – Ensimag, Université Grenoble Alpes, Grenoble, France. +1

  5. Explicit and Stable Pseudospectral Time-Domain Method for the Föppl-von Kármán Equations

    Aug 6, 2026Victor Zheleznov, Stefan BilbaoFinite Element MethodSpectral Representation Method

    Acoustics and Audio Group, University of Edinburgh, Edinburgh, UK · STMS (UMR9912), IRCAM, CNRS, Sorbonne Universit´e, Paris, France

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

    Jul 30, 2026Rama ContFokker--Planck EquationInvertible Flows

  7. Stochastic Counterdiabatic Driving via Biorthogonal Liouvillian Eigenmodes

    Jul 27, 2026Sandeep Suresh Cranganore, Sebastian Lehner, Johannes Brandstetter +1Fokker--Planck EquationStatistical Physics

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

  8. A Coulomb Particle Model for Learning Kernel Attention in Transformers

    Jul 26, 2026Masoud Badiei Khuzani, Sharath Honnaiah, Atiq Islam +2Atom-Averaged FeaturesTransformer Attention

    eBay Inc., San Jose, CA, USA

  9. Actor-Critic Learning for Extended Mean Field Control with Deterministic Policies

    Jul 13, 2026Ziheng Cheng, Xin Guo, Huyên Pham +1Stochastic Optimal ControlModel-Free Reinforcement Learning

    University of California, Berkeley · Ecole Polytechnique, CMAP · Imperial College London

  10. A Hyperbolic Neural Closure for M1 Radiation Transfer

    Jul 11, 2026Bongseok Kim, Jiahao Zhang, Johannes Krotz +3JacobianSolar Irradiance

    School of Mechanical Engineering, Purdue University, West Lafayette, IN, USA · Department of Mathematics, Purdue University, West Lafayette, IN, USA · Department of Aerospace and Mechanical Engineering, University of Notre Dame, Notre Dame, IN, USA +2

  11. A Formalization of the Mean-Field Derivation of the Vlasov Equation: AI-Assisted Lean Formalization as a Strategy Game

    Jul 9, 2026Joseph K. MillerFormalizationDerivations

    Stanford University · Massachusetts Institute of Technology

  12. Introduction to Stochastic Differential Equations for Generative Machine Learning: A Variational Perspective

    Jun 30, 2026Ole Winther, Paul Jeha, Sander Dieleman +3Stochastic Differential EquationsVariational

    Department of Biology, University of Copenhagen, 2200, Copenhagen, Denmark · Department of Applied Mathematics and Computer Science, Technical University of Denmark, Kgs. Lyngby, Denmark · Google DeepMind, London, UK +2

  13. Mean-Field PhiBE: Continuous-Time Mean-Field Reinforcement Learning from Discrete-Time Data

    Jun 25, 2026Erhan Bayraktar, Martin Hernandez, Qinxin Yan +1Stochastic Optimal ControlModel-Free

    Department of Mathematics, University of Michigan, Ann Arbor, MI, USA. · Department of Statistics and Data Science, University of California, Los Angeles, CA, USA. · Program in Applied and Computational Mathematics, Princeton University, Princeton, NJ, USA.

  14. The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space

    Jun 23, 2026Yian Yao, Weiwei ZhangRiemannian Flow MatchingWasserstein Gradient Flows

    from the mortal world · from heaven

  15. Structure-Oriented Randomized Neural Networks for Poisson-Nernst-Planck and Poisson-Nernst-Planck-Navier-Stokes Systems

    Jun 18, 2026Yunlong Li, Fei WangReynolds-Averaged Navier-StokesFokker--Planck Equation

    School of Mathematics and Statistics, Xi’an Jiaotong University, Xi’an, Shaanxi 710049, P.R. China. · School of Mathematics and Statistics & State Key Laboratory of Multiphase Flow in Power Engineering, Xi’an Jiaotong University, Xi’an, Shaanxi 710049, China.

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

    Jun 8, 2026Li Zeng, Xiaoliang Wan, Yaobin Wang +2Fokker--Planck EquationParametric Physics-Informed Neural Network

    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

  17. Diffusion Models Observe Only Gradients: A Geometric Perspective on Score Matching Errors

    Jun 4, 2026Naïl B. Khelifa, Richard E. Turner, Ramji VenkataramananScore-Based Diffusion ModelDiffusion Models

    University of Cambridge

  18. Neural Galerkin Normalizing Flows for Bayesian Inference of Diffusions with Inaccessible Boundaries

    Jun 3, 2026Riccardo Saporiti, Fabio NobileDiffusion BridgesBayesian Inference

    CSQI École Polytechnique Fédérale de Lausanne Lausanne, Switzerland 1015

  19. Thinned Mean Field Langevin Dynamics

    May 27, 2026Zonghao Chen, Heishiro Kanagawa, François-Xavier Briol +2Mean-Field LimitLangevin Dynamics

    University College London · 2Newcastle University · 3The Alan Turing Institute +1

  20. Multi-Fidelity Learning with Shallow Recurrent Decoders for Reactor Physics

    May 22, 2026Stefano Riva, Carolina Introini, J. Nathan Kutz +1Multi-FidelityNuclear Data

    Autodesk Research, London, UK · Department of Energy, Nuclear Engineering Division, Politecnico di Milano, Milan, Italy · Department of Mechanical and Nuclear Engineering and Emirates Nuclear Technology Center, Khalifa University, Abu Dhabi (127788), United Arab Emirates

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

    May 21, 2026Igor Ignashin, Anna Radovskaya, Andrew Semenov +7Stochastic Gradient DescentStochastic Differential Equations

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

  22. Physics-Informed Generative Solver: Bridging Data-Driven Priors and Conservation Laws for Stable Spatiotemporal Field Reconstruction

    May 21, 2026Ziyuan Zhu, Keyu Hu, Zhifei Chen +10Bayesian Inverse ProblemsScalar Field

    School of Advanced Manufacturing Engineering, Nanjing University, Suzhou, 215163, China. · National Laboratory of Solid State Microstructures, Nanjing University, Nanjing, 210093, China. · Suzhou Acoustics Industry Technology Research Institute Co., Ltd., Suzhou, 215513, China. +8

  23. QuantFPFlow: Quantum Amplitude Estimation for Fokker--Planck Policy Optimisation in Continuous Reinforcement Learning

    May 14, 2026Abraham Itzhak WeinbergQuantum AnnealingFlow Policies

    AI-WEINBERG, AI Experts, Tel Aviv, Israel

  24. Broken-symmetry shape discrimination on a driven Duffing ring

    May 8, 2026Kaspar Anton SchindlerSymmetryQubit

    Sleep-Wake-Epilepsy-Center, Department of Neurology, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland

  25. spectroxide: A code package for computing cosmic microwave background spectral distortions

    Apr 27, 2026Ethan Baker, Hongwan Liu, Siddharth Mishra-SharmaCosmologyDistortion

    Physics Department, Boston University, Boston, MA 02215, USA · Faculty of Computing & Data Sciences, Boston University, Boston, MA 02215, USA

  26. Structure-Aware Variational Learning of a Class of Generalized Diffusions

    Apr 22, 2026Yubin Lu, Xiaofan Li, Chun Liu +2VariationalFokker--Planck Equation

    School of Mathematics, South China University of Technology, Guangzhou 510640, China. · Department of Applied Mathematics, Illinois Institute of Technology, Chicago, IL 60616 United States · School of Computational Science and Engineering, Georgia Institute of Technology, Atlanta, GA 30332 United States +1

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

    Apr 16, 2026Onno Niemann, Gonzalo Martínez Muñoz, Alberto Suárez GonzalezDiffusion ModelsRegularization

    Universidad Autónoma de Madrid

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

    Mar 19, 2026Riccardo Saporiti, Fabio NobileNormalizing FlowsFokker--Planck Equation

    CSQI, École Polytechnique Féderale de Lausanne, Switzerland

  29. Understanding Fire Through Thermal Radiation Fields for Mobile Robots

    Feb 22, 2026Anton R. Wagner, Madhan Balaji Rao, Xuesu Xiao +1Wildfire DetectionMobile Robots

    Department of Computer Science, Kiel University, Germany · Department of Computer Science, George Mason University, USA

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

    Dec 22, 2025Xiaolong Wu, Qifeng LiaoFokker--Planck EquationHessian

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

  31. DeepSPoC: A Deep Learning Based Sequential Propagation of Chaos

    Aug 29, 2024Kai Du, Yongle Xie, Tao Zhou +1Fokker--Planck EquationParticle Dynamics

    Shanghai Center for Mathematical Sciences, Fudan University, Shanghai, 200438, China. · Shanghai Center for Mathematical Sciences, Fudan University, Shanghai, 200433, China. · LSEC, Institute of Computational Mathematics and Scientific/Engineering Computing, AMSS, Chinese Academy of Sciences, Beijing, China.