msainsburydale/NeuralEstimators.jl

Julia package for neural estimation

Language: Julia - Size: 8.15 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 24 - Forks: 2

probabilists/lampe

Likelihood-free AMortized Posterior Estimation with PyTorch

Language: Python - Size: 4.09 MB - Last synced at: 4 days ago - Pushed at: 10 months ago - Stars: 130 - Forks: 13

Alvin0226owo/MarkeTracker

MarkeTracker is a web based application that update the in real time stock data and provide a stock simulation market

Language: Python - Size: 180 KB - Last synced at: 5 days ago - Pushed at: 6 days ago - Stars: 1 - Forks: 0

bayesflow-org/bayesflow

A Python library for amortized Bayesian workflows using generative neural networks.

Language: Python - Size: 556 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 572 - Forks: 69

sbi-dev/sbi

sbi is a Python package for simulation-based inference, designed to meet the needs of both researchers and practitioners. Whether you need fine-grained control or an easy-to-use interface, sbi has you covered.

Language: Python - Size: 111 MB - Last synced at: 9 days ago - Pushed at: 22 days ago - Stars: 703 - Forks: 192

dirmeier/ssnl

Surjective sequential neural likelihood estimation

Language: Python - Size: 88.9 KB - Last synced at: 14 days ago - Pushed at: 14 days ago - Stars: 2 - Forks: 0

kingaa/pomp

R package for statistical inference using partially observed Markov processes

Language: R - Size: 1.03 GB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 116 - Forks: 27

homerjed/sbiax

Fast, lightweight and parallelised simulation-based inference in JAX.

Language: Python - Size: 19.6 MB - Last synced at: 9 days ago - Pushed at: 21 days ago - Stars: 18 - Forks: 2

JohannesBuchner/askcarl

Gaussian Mixture Model likelihood with support for heterogeneous missing and censored (upper limit) data.

Language: Python - Size: 2.84 MB - Last synced at: 24 days ago - Pushed at: 24 days ago - Stars: 1 - Forks: 0

rbarrue/sally_cpv_wh

Created for benchmarking different techniques to search for CP violation in the HWW vertex in leptonic WH production.

Language: Python - Size: 56.6 KB - Last synced at: 26 days ago - Pushed at: 26 days ago - Stars: 3 - Forks: 1

Plant-Food-Research-Open/calisim

A toolbox for the calibration and evaluation of simulation models.

Language: Python - Size: 6.87 MB - Last synced at: 7 days ago - Pushed at: 24 days ago - Stars: 14 - Forks: 2

undark-lab/swyft

A system for scientific simulation-based inference at scale.

Language: Jupyter Notebook - Size: 380 MB - Last synced at: 9 days ago - Pushed at: about 1 year ago - Stars: 164 - Forks: 15

bgroenks96/wxsbi

Toolkit for stochastic weather generation using probabilistic programming (numpyro) and simulation-based inference (SBI) in python.

Language: Jupyter Notebook - Size: 83.5 MB - Last synced at: 20 days ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

smsharma/awesome-neural-sbi

Community-sourced list of papers and resources on neural simulation-based inference.

Size: 104 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 115 - Forks: 9

beeezal/Honours-website-project

A repository for tracking changes in my undergraduate thesis website build files, to revert and compare them if needed. The current version of the website can be accessed with the below link

Language: JavaScript - Size: 222 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

ma921/SOBER

Fast Bayesian optimization, quadrature, inference over arbitrary domain with GPU parallel acceleration

Language: Jupyter Notebook - Size: 33.4 MB - Last synced at: 1 day ago - Pushed at: about 2 months ago - Stars: 26 - Forks: 1

tillahoffmann/summaries2

Language: Python - Size: 171 KB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

NoemiAM/mist

Tests for model misspecification in simulation-based inference: from local distortions to global model checks. Code repository associated with https://arxiv.org/abs/2412.15100.

Language: Jupyter Notebook - Size: 16.4 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

swagnercarena/paltas

Conduct simulation-based inference on strong gravitational lensing systems.

Language: Python - Size: 7.79 MB - Last synced at: 12 days ago - Pushed at: 11 months ago - Stars: 16 - Forks: 13

acerbilab/amortized-conditioning-engine

Amortized Probabilistic Conditioning for Optimization, Simulation and Inference (Chang et al., AISTATS 2025)

Language: Jupyter Notebook - Size: 285 MB - Last synced at: 2 months ago - Pushed at: 3 months ago - Stars: 13 - Forks: 1

ma921/BASQ

(NeurIPS 2022) Fast Bayesian Inference with Batch Bayesian Quadrature via Kernel Recombination

Language: Python - Size: 4.13 MB - Last synced at: 1 day ago - Pushed at: over 1 year ago - Stars: 19 - Forks: 1

hyunjimoon/SBC

Language: R - Size: 93.5 MB - Last synced at: 2 months ago - Pushed at: 4 months ago - Stars: 56 - Forks: 5

JBris/model-calibration-evaluation

Evaluating model calibration methods for sensitivity analysis, uncertainty analysis, optimisation, and Bayesian inference

Language: Python - Size: 4.18 MB - Last synced at: 16 days ago - Pushed at: 3 months ago - Stars: 11 - Forks: 1

aai-institute/tfl-training-sbi

Repository of the appliedAI Institute TransferLab training "Simulation-Based Inference"

Language: Jupyter Notebook - Size: 31.3 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 3 - Forks: 0

montefiore-institute/balanced-nre

Code for the paper "Towards Reliable Simulation-Based Inference with Balanced Neural Ratio Estimation".

Language: Jupyter Notebook - Size: 2.98 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 14 - Forks: 2

ThomasGesseyJones/FullyBayesianForecastsExample

Example of a fully Bayesian forecast using evidence networks applied to 21-cm cosmology

Language: TeX - Size: 5.74 MB - Last synced at: 2 months ago - Pushed at: 10 months ago - Stars: 9 - Forks: 1

dirmeier/sbijax

Simulation-based inference in JAX

Language: Python - Size: 25.4 MB - Last synced at: 18 days ago - Pushed at: 2 months ago - Stars: 31 - Forks: 4

pirtapalola/SIMA

Simulation-based inference for marine remote sensing

Language: Python - Size: 249 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

JoeriHermans/constraining-dark-matter-with-stellar-streams-and-ml

Probing the nature of dark matter by inferring the dark matter particle mass with machine learning and stellar streams.

Language: Jupyter Notebook - Size: 12.8 MB - Last synced at: 3 months ago - Pushed at: over 2 years ago - Stars: 18 - Forks: 3

JBris/sbi-epidemiology

Simulation based inference for epidemiology

Language: HTML - Size: 836 KB - Last synced at: about 2 months ago - Pushed at: 6 months ago - Stars: 2 - Forks: 0

trivnguyen/JeansGNN

Neural Simulation-based Inference with GNN for Jeans Modeling

Language: Jupyter Notebook - Size: 15.5 MB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 9 - Forks: 2

JBris/deep-root-gen

A simulation model for the digital reconstruction of 3D root system architectures. Integrated with a simulation-based inference generative deep learning model.

Language: Python - Size: 4.71 MB - Last synced at: 3 months ago - Pushed at: 7 months ago - Stars: 3 - Forks: 1

probcomp/Genify.jl

Automatically convert Julia methods to Gen functions.

Language: Julia - Size: 1.25 MB - Last synced at: 7 days ago - Pushed at: about 4 years ago - Stars: 47 - Forks: 1

montefiore-institute/hypothesis

A Python toolkit for (simulation-based) inference and the mechanization of science.

Language: Python - Size: 5.43 MB - Last synced at: 6 months ago - Pushed at: about 3 years ago - Stars: 52 - Forks: 5

dust-busters/DBNets

DBNets is a ML-based tool for inferring the mass of putative gap-opening planets in protoplanetary discs. For more details read our paper at this link: https://doi.org/10.1051/0004-6361/202348421.

Language: Python - Size: 28.3 MB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 1 - Forks: 0

wangbingjie/sbi_pp

Simulation-based (likelihood-free) inference customized for astronomical applications

Language: Jupyter Notebook - Size: 491 KB - Last synced at: 8 months ago - Pushed at: over 1 year ago - Stars: 24 - Forks: 1

andererka/SBI_for_EEG

Master thesis project in 2022, at the @mackelab: In this project, simulation based inference is used to infer micro-parameters of the brain

Language: Jupyter Notebook - Size: 737 MB - Last synced at: 11 months ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0

SourabhKul/ABC-COVID-19-GPU-TPU

GPU and TPU implementation of parallelized ABC inference for a stochastic epidemiology model for COVID-19

Language: Jupyter Notebook - Size: 26.4 KB - Last synced at: 12 months ago - Pushed at: over 4 years ago - Stars: 2 - Forks: 0

PEREGRINE-GW/peregrine

A simulation-based Inference (SBI) library designed to perform analysis on a wide class of gravitational wave signals

Language: Python - Size: 1.94 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 12 - Forks: 5

MaximeVandegar/NEB

Code for reproducing the experiments in the paper Neural Empirical Bayes: Source Distribution Estimation and its Applications to Simulation-Based Inference.

Language: Python - Size: 12 MB - Last synced at: 2 months ago - Pushed at: about 3 years ago - Stars: 9 - Forks: 0

mlcolab/sbi-workshop

SBI Workshop jointly by Helmholtz AI + ML ⇌ Science Colaboratory

Language: Jupyter Notebook - Size: 38.7 MB - Last synced at: 11 months ago - Pushed at: about 2 years ago - Stars: 21 - Forks: 5

Spinkoo/Simulink-based-inference

This repo contains examples of how to use Simulink simulation to perform simulation-based inference calculations in Python

Language: Jupyter Notebook - Size: 319 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 3 - Forks: 0

mackelab/sbi-for-connectomics

Research code and results for the paper "Simulation-based inference for computational connectomics" (Boelts et al. 2023 PLoS CB, @janfb)

Language: Jupyter Notebook - Size: 8.94 MB - Last synced at: 11 months ago - Pushed at: over 1 year ago - Stars: 3 - Forks: 3

VogelsLab/fSBI

Companion code to Confavreux*, Ramesh*, Goncalves, Macke* & Vogels*, Meta-learning families of plasticity rules in recurrent spiking networks using simulation-based inference, NeurIPS 2023

Language: Jupyter Notebook - Size: 109 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

smsharma/jax-conditional-flows

Normalizing flow models allowing for a conditioning context, implemented using Jax, Flax, and Distrax.

Language: Jupyter Notebook - Size: 1.31 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 7 - Forks: 3

mackelab/delfi 📦

Density estimation likelihood-free inference. No longer actively developed see https://github.com/mackelab/sbi instead

Language: Python - Size: 8.18 MB - Last synced at: over 1 year ago - Pushed at: almost 5 years ago - Stars: 71 - Forks: 29

NoemiAM/detection_is_truncation

Detection is truncation: studying source populations with truncated marginal neural ratio estimation. Code repository associated with https://arxiv.org/abs/2211.04291.

Language: Jupyter Notebook - Size: 6.35 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

smsharma/hierarchical-inference

Hierarchical neural SBI over event ensembles. Code repository associated with https://arxiv.org/abs/2306.12584.

Language: Jupyter Notebook - Size: 2.52 MB - Last synced at: almost 2 years ago - Pushed at: about 2 years ago - Stars: 9 - Forks: 0

francois-rozet/amnre 📦

Arbitrary Marginal Neural Ratio Estimation for Likelihood-free Inference

Language: Python - Size: 3.84 MB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 2 - Forks: 0

JuliaEpi/MathepiaInference.jl

Bayesian inference tools. Including state-of-the-art inference methods: HMC family, ABC family, Data assimilation, and so on. Part of Mathepia.jl

Language: Julia - Size: 96.7 KB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 0

yandexdataschool/inverse-problem-intensive

A short course on simulation-based infernce for physics at YSDA in April 2021

Language: Jupyter Notebook - Size: 8.57 MB - Last synced at: 3 months ago - Pushed at: about 4 years ago - Stars: 7 - Forks: 1

tillahoffmann/summaries

Comparison of summary statistic selection methods with a unifying perspective.

Language: Python - Size: 229 KB - Last synced at: 2 months ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

nicolossus/pylfi

pyLFI is a Python toolbox using likelihood-free inference (LFI) methods for estimating the posterior distributions of model parameters.

Language: Python - Size: 9.31 MB - Last synced at: 4 months ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0

florent-leclercq/correlations_vs_field

Correlation functions versus field-level inference in cosmology: example with log-normal fields

Language: Jupyter Notebook - Size: 130 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 4 - Forks: 0