zhao-david / CDE-diagnosticsLinks
Diagnostics for Conditional Density Estimators and Bayesian Inference Algorithms
☆15Updated 3 years ago
Alternatives and similar repositories for CDE-diagnostics
Users that are interested in CDE-diagnostics 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
- Repository with the code of "HNPE: Leveraging Global Parameters for Neural Posterior Estimation"☆13Updated last year
- Meeting repo for likelihood free inference meeting☆14Updated 3 years ago
- Density Estimation Likelihood-Free Inference with neural density estimators and adaptive acquisition of simulations☆110Updated 2 years ago
- Probabilistic modeling of tabular data with normalizing flows.☆58Updated last month
- Conditional density estimation with neural networks☆34Updated 9 months ago
- Using Graph Neural Networks to regress baryonic properties directly from full dark matter merger trees.☆24Updated 3 months ago
- Coverage tests to check the quality of your posterior estimators.☆32Updated last year
- Inference of substructure properties in strong lensing systems with machine learning. Code repository associated with https://arxiv.org/a…☆32Updated 6 years ago
- A simple implementation of Hamiltonian Monte Carlo in JAX.☆21Updated last year
- An experiment: emcee implemented in JAX☆26Updated 3 years ago
- Benchmarking field-level cosmological inference from galaxy surveys.☆12Updated 3 months ago
- Sliced Iterative Generator (SIG) & Gaussianizing Iterative Slicing (GIS)☆37Updated 2 years ago
- MCHMC: sampler from an arbitrary differentiable distribution☆74Updated 6 months ago
- Simulation-based inference in JAX☆39Updated 7 months ago
- A system for scientific simulation-based inference at scale.☆164Updated last year
- Next generation Bayesian analysis tools for efficient posterior sampling and evidence estimation.☆27Updated 3 years ago
- Exploring how ChatGPT can be used to accelerate research in cosmology.☆12Updated 2 years ago
- a differentiable lensing simulator☆10Updated 3 years ago
- Normalizing flow models allowing for a conditioning context, implemented using Jax, Flax, and Distrax.☆20Updated last year
- Simulation-based inference benchmark☆105Updated 9 months ago
- A JAX package for weak gravitational lensing☆35Updated last year
- Combination of transformers and diffusion models for flexible all-in-one simulation-based inference☆74Updated 4 months ago
- ☆16Updated 4 years ago
- Hierarchical neural implicit inference over event ensembles. Code repository associated with https://arxiv.org/abs/2306.12584.☆13Updated 2 years ago
- Community-sourced list of papers and resources on neural simulation-based inference.☆134Updated last week
- SBI Workshop jointly by Helmholtz AI + ML ⇌ Science Colaboratory☆23Updated 2 years ago
- JAX-based linear Einstein-Boltzmann solver for cosmology☆23Updated this week
- Fast, lightweight and parallelised simulation-based inference in JAX.☆21Updated 2 weeks ago
- A TensorFlow reimplementation of GalSim☆10Updated 3 years ago