posterior-sampling

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xpsi-group /xpsi

X-PSI: X-ray Pulse Simulation and Inference

astronomy modeling astrophysics sampling parameter-estimation astronomical-algorithms likelihood-functions statistics-modeling x-ray-astronomy astrophysical-simulation posterior-sampling

UpdatedMar 26, 2025
Python

ZehaoDou-official /FPS-SMC-2023

Star28

Official Pytorch repository for "Diffusion Posterior Sampling for Linear Inverse Problem Solving: A Filtering Perspective", where FPS (Filtering Posterior Sampling) as well as its extension FPS-SMC are proposed.

diffusion-models posterior-sampling bayesian-filtering

UpdatedAug 6, 2024
Python

stratisMarkou /sample-efficient-bayesian-rl

Star24

Source for the sample efficient tabular RL submission to the 2019 NIPS workshop on Biological and Artificial RL

reinforcement-learning reproducible-research q-learning bayesian-methods exploration bayesian-inference exploration-exploitation tabular-environments tabular-methods efficient-rl bayesian-q-learning posterior-sampling psrl uncertainty-bellman-equation moment-matching

UpdatedApr 14, 2022
Jupyter Notebook

yingfan-bot /mbpsrl

Star7

Code for "Model-based Reinforcement Learning for Continuous Control with Posterior Sampling", ICML 2021

reinforcement-learning model-based-rl posterior-sampling

UpdatedSep 27, 2022
Python

jaspervrugt /ABC-PMC

Star1

Approximation Bayesian Computation: Population Monte Carlo in MATLAB and Python

approximate-bayesian-computation population-monte-carlo transition-density likelihood-free-inference posterior-sampling model-diagnostics summary-metrics epsilon-adaptation

UpdatedMar 4, 2025
Python

jaspervrugt /DREAM-Suite

Star0

DiffeRential Evolution Adaptive Metropolis algorithm: MATLAB and Python Toolbox

scoring-rules bayesian-statistics prior-distribution likelihood-functions approximate-bayesian-computation mcmc-methods posterior-sampling diagnostic-model-evaluation summary-metrics

UpdatedMar 4, 2025
MATLAB

jaspervrugt /DREAM_LOA

Star0

Limits of Acceptability with DREAM algorithm: MATLAB and Python code

confidence-intervals bayesian-inference predictive-modeling posterior-sampling epistemic-uncertainty limits-of-acceptability

UpdatedMar 4, 2025
Python

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