langevin-dynamics

There are 56 repositories under langevin-dynamics topic.

  • Langevin-Dynamics

    Language:Julia3

  • generative-modeling-explained

    Ying Nian Wu's UCLA Statistical Machine Learning Tutorial on generative modeling.

    54

  • Bayesian-Neural-Networks-Reading-List

    A primer on Bayesian Neural Networks. The aim of this reading list is to facilitate the entry of new researchers into the field of Bayesian Deep Learning, by providing an overview of key papers. More details: "A Primer on Bayesian Neural Networks: Review and Debates"

    51

  • snips_torch

    [NeurIPS 2021] SNIPS: Solving Noisy Inverse Problems Stochastically

    Language:Python50

  • langevin-dynamics-and-score-matching

    A demo shows how to combine Langevin dynamics with score matching for generative models.

    Language:Python36

  • langevitour

    Langevin dynamics based tours of data, in Javascript with R wrapper.

    Language:TypeScript25

  • ThermodynamicAnalyticsToolkit

    Sampling-based approach to analyse neural networks using TensorFlow

    Language:Python22

  • Brownian-dynamics-in-a-time-varying-force-field

    A python code to calculate the Brownian motion of colloidal particles in a time varying force field.

    Language:Python19

  • BIhNNs

    The code enables to perform Bayesian inference in an efficient manner through the use of Hamiltonian Neural Networks (HNNs), Deep Neural Networks (DNNs), Neural ODEs, and Symplectic Neural Networks (SympNets) used with state-of-the-art sampling schemes like Hamiltonian Monte Carlo (HMC) and the No-U-Turn-Sampler (NUTS).

    Language:Python13

  • Brownian-Motion

    Python solver for the Brownian, Stochastic, or Noisy Differential Equations

    Language:Python13

  • integrator-benchmark

    Code for enumerating and evaluating numerical methods for Langevin dynamics using near-equilibrium estimates of the KL-divergence. Accompanies https://doi.org/10.3390/e20050318

    Language:Jupyter Notebook12

  • CrowdEgress

    Agent-based simulation of social interaction (Social Force Model and Self-Propelled Brownian Particles)

    Language:Python10

  • pydiffuser

    A simulation framework for nonequilibrium statistical physics

    Language:Python8

  • langevin-music

    Noise-conditional score networks for music composition by annealed Langevin dynamics

    Language:Python8

  • Langevin-Dynamics

    Simulation of Langevin dynamics

    Language:Jupyter Notebook7

  • thresholds

    Utilities for determining maximum tolerable timesteps. See https://doi.org/10.3390/e20050318

    Language:Python7

  • CODE

    Implementation of CODE: Confident Ordinary Differential Editing

    Language:Jupyter Notebook6

  • folie

    Finding Optimal Langevin Inferred Equations

    Language:Python5

  • r2SGLD

    The GitHub repository for "Constrained Exploration via Reflected Replica Exchange Stochastic Gradient Langevin Dynamics", ICML 2024

    Language:Python4

  • ts_ulmc

    The GitHub repository for "Accelerating Approximate Thompson Sampling with Underdamped Langevin Monte Carlo", AISTATS 2024.

    Language:Python4

  • PySTFP

    Python module for (symbolic) evaluation of the short-time Fokker-Planck propagator to arbitrary accuracy

    Language:Python3

  • brownian_dynamics

    Langevin equation MD integration

    Language:Jupyter Notebook3

  • LGPT

    Langevin Gradient Parallel Tempering for Bayesian Neural Learning.

    Language:Jupyter Notebook3

  • BrownianMotion

    Simulation of a particle in a 2D Lennard-Jones gas for studying brownian motion, the Langevin equation, and non-equilibrium fluctuation-dissipation relations. Langevin simulation for studying first passage time, survival probabilities under various resetting schemes.

    Language:Jupyter Notebook3

  • spring

    Spring

    Language:Fortran3

  • torchebm

    ⚡ Energy-Based Modeling library for PyTorch, offering tools for sampling, inference, and learning in complex distributions.

    Language:Python2

  • LSVI-ASE

    The official code release for "More Efficient Randomized Exploration for Reinforcement Learning via Approximate Sampling", Reinforcement Learning Conference (RLC) 2024

    Language:Python2

  • LangevinIntegrators.jl

    A set of integrators for the Langevin equation.

    Language:Julia2

  • Fluctuations-Langevin_dynamics

    Algorithm for simulating Langevin dynamics and to calculate numerically the work fluctuation theorem.

    Language:Jupyter Notebook2

  • sgld-experiments

    SGLD preconditioning performance, generalization and stability experiments

    Language:Jupyter Notebook2

  • SSLS

    Offcial implementation of "Nonlinear Assimilation with Score-based Sequential Langevin Sampling"

    Language:Jupyter Notebook1

  • CondensateMerger

    Simulation scripts used in the study "Separation of sticker-spacer energetics governs the coalescence of metastable biomolecular condensates"

    Language:Jupyter Notebook1

  • OptimalCondensateSize

    Multi-condensate state as a functional strategy to optimize the cell signaling output

    Language:Jupyter Notebook1

  • RNNReactivation

    Code for "Sufficient conditions for offline reactivation in recurrent neural networks" (ICLR 2024)

    Language:Python1

  • lfts_cpu

    Langevin Field-Theoretic Simulations (L-FTS) of Diblock Copolymers on CPUs (https://www.tbeardsley.com/projects/lfts/fts_gpu)

    Language:C++1

  • PyTubular

    Python module for the evaluation of probability densities and exit rates in a tubular ensemble

    Language:Python1