jfcrenshaw / pzflowLinks
Probabilistic modeling of tabular data with normalizing flows.
☆57Updated last month
Alternatives and similar repositories for pzflow
Users that are interested in pzflow are comparing it to the libraries listed below
Sorting:
- Likelihood-free AMortized Posterior Estimation with PyTorch☆130Updated 11 months ago
- A system for scientific simulation-based inference at scale.☆164Updated last year
- Density Estimation Likelihood-Free Inference with neural density estimators and adaptive acquisition of simulations☆109Updated last year
- Probabilistic Programming and Nested sampling in JAX☆193Updated last month
- Conditional density estimation with neural networks☆32Updated 6 months ago
- Using neural networks to extract sufficient statistics from data by maximising the Fisher information☆32Updated 2 years ago
- Using Graph Neural Networks to regress baryonic properties directly from full dark matter merger trees.☆24Updated last week
- Normalizing-flow enhanced sampling package for probabilistic inference in Jax☆249Updated last month
- A simple implementation of Hamiltonian Monte Carlo in JAX.☆20Updated last year
- Combination of transformers and diffusion models for flexible all-in-one simulation-based inference☆69Updated last month
- Notebook to go along with a lecture for the MIT course 8.16: Data Science in Physics on neural simulation-based inference.☆58Updated last year
- Fast, lightweight and parallelised simulation-based inference in JAX.☆18Updated this week
- Simulation-based inference in JAX☆33Updated 3 months ago
- Sliced Iterative Generator (SIG) & Gaussianizing Iterative Slicing (GIS)☆37Updated 2 years ago
- Normalizing flow models allowing for a conditioning context, implemented using Jax, Flax, and Distrax.☆20Updated last year
- Community-sourced list of papers and resources on neural simulation-based inference.☆121Updated 2 months ago
- A differentiable cosmology library in JAX☆211Updated last month
- Gravitational-wave data analysis tools in Jax☆73Updated this week
- MCHMC: sampler from an arbitrary differentiable distribution☆73Updated 3 months ago
- Next generation Bayesian analysis tools for efficient posterior sampling and evidence estimation.☆27Updated 2 years ago
- Simulation-based inference benchmark☆99Updated 6 months ago
- Gradient Based Nested Sampling☆20Updated last year
- ☆16Updated 4 years ago
- An experiment: emcee implemented in JAX☆25Updated 3 years ago
- Diagnostics for Conditional Density Estimators and Bayesian Inference Algorithms☆14Updated 3 years ago
- Gaussian Mixture Models in Jax☆21Updated 3 weeks ago
- Lightweight library of stochastic gradient MCMC algorithms written in JAX.☆104Updated last year
- Coverage tests to check the quality of your posterior estimators.☆30Updated 11 months ago
- Demonstration of MomentNetworks for high-dimensional probability density estimation (LFI)☆15Updated 2 years ago
- Inference of substructure properties in strong lensing systems with machine learning. Code repository associated with https://arxiv.org/a…☆32Updated 5 years ago