Community-sourced list of papers and resources on neural simulation-based inference.
☆169Oct 26, 2026Updated last week
Alternatives and similar repositories for awesome-neural-sbi
Users that are interested in awesome-neural-sbi are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- sbi is a Python package for simulation-based inference, designed to meet the needs of both researchers and practitioners. Whether you nee…☆882Updated this week
- Simulation-based inference in JAX☆55Updated this week
- Simulation-based inference benchmark☆123Jan 23, 2025Updated last year
- Likelihood-free AMortized Posterior Estimation with PyTorch☆137Aug 21, 2024Updated 2 years ago
- A system for scientific simulation-based inference at scale.☆172Mar 30, 2024Updated 2 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Notebook to go along with a lecture for the MIT course 8.16: Data Science in Physics on neural simulation-based inference.☆63Oct 31, 2023Updated 3 years ago
- Learning Robust Statistics for Simulation-Based Inference Under Model Misspecification (Huang et al., Neurips 2023)☆14May 26, 2026Updated 5 months ago
- A Jax package to perform Neural Density Estimation from cosmological probes.☆13Jun 19, 2026Updated 4 months ago
- Stainless neural networks in JAX☆37Jun 13, 2026Updated 4 months ago
- Coverage tests to check the quality of your posterior estimators.☆33Aug 12, 2024Updated 2 years ago
- Normalizing flow models allowing for a conditioning context, implemented using Jax, Flax, and Distrax.☆21Mar 10, 2024Updated 2 years ago
- ☆246Oct 23, 2026Updated 2 weeks ago
- A Python toolkit for (simulation-based) inference and the mechanization of science.☆55Apr 15, 2022Updated 4 years ago
- Normalizing-flow enhanced sampling package for probabilistic inference in Jax☆265Oct 28, 2025Updated last year
- Open source password manager - Proton Pass • AdSecurely store, share, and autofill your credentials with Proton Pass, the end-to-end encrypted password manager trusted by millions.
- The galaxy survey codex☆17Oct 1, 2026Updated last month
- Combination of transformers and diffusion models for flexible all-in-one simulation-based inference☆87Jun 20, 2025Updated last year
- An experiment: emcee implemented in JAX☆28Jul 1, 2022Updated 4 years ago
- Code for Gaussian Score Matching Variational Inference☆34Feb 23, 2025Updated last year
- A Python library for simulation and Bayesian estimation of models with time-varying parameters.☆23Updated this week
- Conditional density estimation with neural networks☆35Jan 18, 2025Updated last year
- Curated list of astronomy/astrophysics code packages using JAX☆61Mar 25, 2026Updated 7 months ago
- This is a community-driven collection of resources around amortized inference.☆75Jan 22, 2026Updated 9 months ago
- JAX port of lenstronomy, for parallelized, GPU accelerated, and differentiable gravitational lensing and image simulations.☆22Updated this week
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- Proximal Nested Sampling for high-dimensional Bayesian model selection☆27Apr 18, 2024Updated 2 years ago
- Contains the code for reproducing the experiments and results of the paper "Neural Superstatistics: A Bayesian Method for Estimating Dyna…☆15Aug 18, 2023Updated 3 years ago
- Fast, lightweight and parallelised simulation-based inference in JAX.☆24Oct 28, 2025Updated last year
- GATSBI: Generative Adversarial Training for Simulation-Based Inference☆20Jul 13, 2023Updated 3 years ago
- JAX port of GalSim, for parallelized, GPU accelerated, and differentiable galaxy image simulations.☆36Updated this week
- A Python library for simulation-based inference with deep learning☆784Updated this week
- A TensorFlow reimplementation of GalSim☆10Mar 8, 2022Updated 4 years ago
- Benchmarking field-level cosmological inference from galaxy surveys.☆16Jul 17, 2025Updated last year
- Using neural networks to extract sufficient statistics from data by maximising the Fisher information☆34May 12, 2023Updated 3 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Exploring how ChatGPT can be used to accelerate research in cosmology.☆13Dec 12, 2022Updated 3 years ago
- ☆38Nov 8, 2023Updated 2 years ago
- Package for Neural Posterior Estimation and Importance Sampling focused on Astronomical Applications☆42Aug 12, 2025Updated last year
- Probabilistic modeling of tabular data with normalizing flows.☆64May 6, 2026Updated 6 months ago
- Differentiable cosmological emulators: the JAX version of CosmoPower☆50Nov 27, 2025Updated 11 months ago
- A differentiable cosmology library in JAX☆248Jun 27, 2025Updated last year
- Official implementation of Learning Diffusion Priors from Observations by Expectation Maximization☆38Mar 19, 2026Updated 7 months ago