langevin-dynamics
There are 1 repository under langevin-dynamics topic.
JavierAntoran / Bayesian-Neural-Networks
Pytorch implementations of Bayes By Backprop, MC Dropout, SGLD, the Local Reparametrization Trick, KF-Laplace, SG-HMC and more
approximate-inferencebayes-by-backpropbayesian-inferencebayesian-neural-networksclassificationdeep-learninghmckronecker-factored-approximationlangevin-dynamicslocal-reparametrization-trickmc-dropoutmcmcout-of-distribution-detectionpytorchregressionreproducible-researchsglduncertaintyuncertainty-neural-networksvariational-inferenceLanguage:Jupyter Notebook 1738bahjat-kawar / snips_torch
[NeurIPS 2021] SNIPS: Solving Noisy Inverse Problems Stochastically
Language:Python 47YuzheSHI / generative-modeling-explained
Ying Nian Wu's UCLA Statistical Machine Learning Tutorial on generative modeling.
konstantinos-p / 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"
enhuiz / langevin-dynamics-and-score-matching
A demo shows how to combine Langevin dynamics with score matching for generative models.
Language:Python 31pfh / langevitour
Langevin dynamics based tours of data, in Javascript with R wrapper.
Language:TypeScript 22alan-turing-institute / ThermodynamicAnalyticsToolkit
Sampling-based approach to analyse neural networks using TensorFlow
Language:Python 21zaman13 / 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:Python 13DelSquared / Brownian-Motion
Python solver for the Brownian, Stochastic, or Noisy Differential Equations
langevin-dynamicslangevin-equationslangevin-diffusionlangevinstochastic-processesstochastic-differential-equationsnoise-mapsnoisy-differential-equationsoscillatorbrownian-motionbrownian-dynamicsode-solverode-solver-stochasticeuler-methodmidpoint-methodrunge-kutta-methodsrandom-walknon-equilibriumnoisy-systemsperturbation-analysisLanguage:Python 12choderalab / 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 Notebook 11IdahoLabResearch / 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:Python 9ekzhang / langevin-music
Noise-conditional score networks for music composition by annealed Langevin dynamics
Language:Python 8Utilities for determining maximum tolerable timesteps. See https://doi.org/10.3390/e20050318
Language:Python 6nishantsule / Langevin-Dynamics
Simulation of Langevin dynamics
Language:Jupyter Notebook 5jung235 / pydiffuser
A simulation framework for nonequilibrium statistical physics
Language:Python 4- Language:Fortran 3
- Language:Julia 3
WhenDustSettles / LGPT
Langevin Gradient Parallel Tempering for Bayesian Neural Learning.
Language:Jupyter Notebook 3arthurfaria / FT-work_Gaussian_Langevin_dynamics
Algorithm for simulating Langevin dynamics and to calculate numerically the work fluctuation theorem.
Language:Jupyter Notebook 2gianpd / brownian_dynamics
Langevin equation MD integration
Language:Jupyter Notebook 2HadrienNU / LangevinIntegrators.jl
A set of integrators for the Langevin equation.
Language:Julia 2har07 / sgld-experiments
SGLD preconditioning performance, generalization and stability experiments
Language:Jupyter Notebook 2Unique-Divine / Langevin-Dynamics-for-NN-Optimization
Bayesian Neural Network (BNN) implementations based on Langevin Dynamics and tested on real-world data
Language:Python 2xif-fr / 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 Notebook 278furu / deeplea_adv
Advanced machine learning lab
Language:Jupyter Notebook 1bogdan-tanygin / espresso-ffans
A fork of ESPResSo by Bogdan Tanygin
Language:C++ 1faolane / simpleMD_1d
A simple (PI)MD code for 1D systems
Language:Fortran 1gohsyi / face_recognization_detection
Course project for SJTU CS385: Machine Learning, advised by Prof. Quanshi Zhang, where I implemented many algorithms from scratch for face recognization and detection.
Language:Jupyter Notebook 1juliankappler / PySTFP
Python module for (symbolic) evaluation of the short-time Fokker-Planck propagator to arbitrary accuracy
Language:Python 1achattaraj / ClusterFusion
Python and Shell scripts used in the study "Separation of sticker-spacer energetics governs the coalescence of biomolecular condensates"
Language:Jupyter Notebook 0Python module for the evaluation of probability densities and exit rates in a tubular ensemble
Language:Python 0pvkostryukov / FEL3D
This code calculates 3D system of Langevin equations describing behaviour of nuclear shape during fission process
Language:Roff 0tmbeardsley / lfts_cpu
Langevin Field-Theoretic Simulations (L-FTS) of Diblock Copolymers on CPUs (https://www.tbeardsley.com/projects/lfts/fts_gpu)
Language:C++ 0- lfts_gpu
Langevin Field-Theoretic Simulation of Diblock Copolymers on the GPU (https://www.tbeardsley.com/projects/lfts/fts_gpu)
Language:C++ 0 Well-tempered metadynamics applied to Langevin field-theoretic simulations of diblock copolymers on CPUs (https://www.tbeardsley.com/projects/lfts/wtmd)
Language:C++ 0Well-tempered metadynamics applied to Langevin field-theoretic simulations of diblock copolymers on the GPU (https://www.tbeardsley.com/projects/lfts/wtmd)
Language:C++ 0
