tomcharnock / IMNNLinks
Using neural networks to extract sufficient statistics from data by maximising the Fisher information
☆32Updated 2 years ago
Alternatives and similar repositories for IMNN
Users that are interested in IMNN are comparing it to the libraries listed below
Sorting:
- Demonstration of MomentNetworks for high-dimensional probability density estimation (LFI)☆15Updated 3 years ago
- Density Estimation Likelihood-Free Inference with neural density estimators and adaptive acquisition of simulations☆110Updated 2 years ago
- An experiment: emcee implemented in JAX☆26Updated 3 years ago
- A JAX package for weak gravitational lensing☆35Updated last year
- Differentiable cosmological emulators: the JAX version of CosmoPower☆41Updated 4 months ago
- Meeting repo for likelihood free inference meeting☆14Updated 3 years ago
- Neural network nested and MCMC sampling☆21Updated 4 years ago
- Using Graph Neural Networks to regress baryonic properties directly from full dark matter merger trees.☆24Updated 3 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
- ☆16Updated 4 years ago
- Benchmarking field-level cosmological inference from galaxy surveys.☆12Updated 3 months ago
- Next generation Bayesian analysis tools for efficient posterior sampling and evidence estimation.☆27Updated 3 years ago
- A simple implementation of Hamiltonian Monte Carlo in JAX.☆21Updated last year
- Proximal Nested Sampling for high-dimensional Bayesian model selection☆26Updated last year
- nessai: Nested Sampling with Artificial Intelligence☆42Updated 2 months ago
- JAX-powered Cosmological Particle-Mesh N-body Solver☆57Updated last week
- Likelihood-Free Inference for Gravitational Waves☆43Updated 4 years ago
- Differentiable Gravitational Waveforms with JAX☆66Updated 3 months ago
- JAX-based linear Einstein-Boltzmann solver for cosmology☆23Updated this week
- Simulation-based (likelihood-free) inference customized for astronomical applications☆29Updated last year
- Coverage tests to check the quality of your posterior estimators.☆32Updated last year
- a differentiable lensing simulator☆10Updated 3 years ago
- ☆11Updated 8 months ago
- Gravitational-wave data analysis tools in Jax☆75Updated 2 months ago
- JAX port of GalSim, for parallelized, GPU accelerated, and differentiable galaxy image simulations.☆31Updated last week
- Machine learning assisted marginal likelihood (Bayesian evidence) estimation for Bayesian model selection☆70Updated last week
- Code to replicate posterior probability distributions with bijectors/KDEs and perform marginal KL/bayesian dimensionality calculations.☆13Updated 9 months ago
- Combining gravitational wave harmonics for efficient evaluation of likelihood☆27Updated 2 weeks ago
- 🐈 Differentiable Spectrum Modeling of Exoplanets and Brown Dwarfs☆64Updated this week
- Package for Neural Posterior Estimation and Importance Sampling focused on Astronomical Applications☆39Updated 3 months ago