justinalsing / pydelfiLinks
Density Estimation Likelihood-Free Inference with neural density estimators and adaptive acquisition of simulations
☆110Updated 2 years ago
Alternatives and similar repositories for pydelfi
Users that are interested in pydelfi are comparing it to the libraries listed below
Sorting:
- Using neural networks to extract sufficient statistics from data by maximising the Fisher information☆32Updated 2 years ago
- Next generation Bayesian analysis tools for efficient posterior sampling and evidence estimation.☆27Updated 3 years ago
- nessai: Nested Sampling with Artificial Intelligence☆43Updated 2 months ago
- Demonstration of MomentNetworks for high-dimensional probability density estimation (LFI)☆15Updated 3 years ago
- A system for scientific simulation-based inference at scale.☆164Updated last year
- A webpage for the scattering transform. To calculate, you just need the folder called "scattering".☆60Updated last year
- Gravitational-wave data analysis tools in Jax☆77Updated 3 months ago
- Machine learning assisted marginal likelihood (Bayesian evidence) estimation for Bayesian model selection☆72Updated last week
- Likelihood-Free Inference for Gravitational Waves☆43Updated 4 years ago
- Package for Neural Posterior Estimation and Importance Sampling focused on Astronomical Applications☆39Updated 3 months ago
- Robust ML in Astro☆70Updated 2 months ago
- An experiment: emcee implemented in JAX☆26Updated 3 years ago
- Coverage tests to check the quality of your posterior estimators.☆32Updated last year
- Meeting repo for likelihood free inference meeting☆14Updated 3 years ago
- Differentiable Gravitational Waveforms with JAX☆67Updated 4 months ago
- Differentiable cosmological emulators: the JAX version of CosmoPower☆41Updated this week
- ☆16Updated 4 years ago
- Neural network nested and MCMC sampling☆21Updated 4 years ago
- A miscellaneous set of helper functions, custom distributions, and other utilities that I find useful when using NumPyro in my work☆27Updated 9 months ago
- Normalising flows implemented using nflows☆27Updated last year
- JAX-based linear Einstein-Boltzmann solver for cosmology☆24Updated 2 weeks ago
- A JAX package for weak gravitational lensing☆35Updated last year
- pocoMC: A Python implementation of Preconditioned Monte Carlo for accelerated Bayesian Computation☆113Updated 2 months ago
- Investigating the information content in the cosmic web through dark matter halo graphs. Arxiv paper: https://arxiv.org/abs/2207.05202☆13Updated last year
- Using Graph Neural Networks to regress baryonic properties directly from full dark matter merger trees.☆24Updated 4 months ago
- Inference of substructure properties in strong lensing systems with machine learning. Code repository associated with https://arxiv.org/a…☆32Updated 6 years ago
- Proximal Nested Sampling for high-dimensional Bayesian model selection☆26Updated last year
- Simulation-based (likelihood-free) inference customized for astronomical applications☆29Updated last year
- A Python package for approximate Bayesian inference and optimization using Gaussian processes☆42Updated 2 years ago
- A differentiable cosmology library in JAX☆217Updated 5 months ago