undark-lab / swyft
A system for scientific simulation-based inference at scale.
☆163Updated 11 months ago
Alternatives and similar repositories for swyft:
Users that are interested in swyft are comparing it to the libraries listed below
- Normalizing-flow enhanced sampling package for probabilistic inference in Jax☆224Updated last week
- Probabilistic Programming and Nested sampling in JAX☆172Updated 3 months ago
- Likelihood-free AMortized Posterior Estimation with PyTorch☆126Updated 7 months ago
- A differentiable cosmology library in JAX☆193Updated 3 months ago
- Density Estimation Likelihood-Free Inference with neural density estimators and adaptive acquisition of simulations☆108Updated last year
- Community-sourced list of papers and resources on neural simulation-based inference.☆111Updated 2 months ago
- Gravitational-wave data analysis tools in Jax☆66Updated last week
- MCHMC: sampler from an arbitrary differentiable distribution☆71Updated 3 weeks ago
- Probabilistic modeling of tabular data with normalizing flows.☆55Updated last month
- Machine learning assisted marginal likelihood (Bayesian evidence) estimation for Bayesian model selection☆60Updated last month
- nessai: Nested Sampling with Artificial Intelligence☆38Updated 2 weeks ago
- Simulation-based inference in JAX☆31Updated last month
- Simulation-based inference benchmark☆96Updated 2 months ago
- Combination of transformers and diffusion models for flexible all-in-one simulation-based inference☆60Updated 9 months ago
- Bind any function written in another language to JAX with support for JVP/VJP/batching/jit compilation☆66Updated this week
- pocoMC: A Python implementation of Preconditioned Monte Carlo for accelerated Bayesian Computation☆96Updated last month
- Fit and compare complex models reliably and rapidly. Advanced nested sampling.☆176Updated last month
- A miscellaneous set of helper functions, custom distributions, and other utilities that I find useful when using NumPyro in my work☆24Updated last month
- ⚡️ zeus: Lightning Fast MCMC ⚡️☆232Updated last year
- Numerical quadrature with JAX☆53Updated this week
- ☆151Updated 2 weeks ago
- The tiniest of Gaussian Process libraries☆305Updated last week
- A Python toolkit for (simulation-based) inference and the mechanization of science.☆53Updated 2 years ago
- JAX bindings to the Flatiron Institute Non-uniform Fast Fourier Transform (FINUFFT) library☆89Updated 2 weeks ago
- Differentiable Gravitational Waveforms with JAX☆55Updated 7 months ago
- Notebook to go along with a lecture for the MIT course 8.16: Data Science in Physics on neural simulation-based inference.☆52Updated last year
- 🐈 Automatic differentiable spectrum modeling of exoplanets/brown dwarfs using JAX, compatible with NumPyro and Optax/JAXopt☆60Updated this week
- PyAutoFit: Classy Probabilistic Programming☆63Updated this week
- A package to describe amortized (conditional) normalizing-flow PDFs defined jointly on tensor products of manifolds with coverage control…☆43Updated 3 weeks ago