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
- Density Estimation Likelihood-Free Inference with neural density estimators and adaptive acquisition of simulations☆110Updated 2 years ago
- Conditional density estimation with neural networks☆33Updated 7 months ago
- MCHMC: sampler from an arbitrary differentiable distribution☆74Updated 4 months ago
- Probabilistic modeling of tabular data with normalizing flows.☆58Updated 2 months ago
- Simulation-based inference in JAX☆32Updated 5 months ago
- A simple implementation of Hamiltonian Monte Carlo in JAX.☆21Updated last year
- Meeting repo for likelihood free inference meeting☆14Updated 2 years ago
- Sliced Iterative Generator (SIG) & Gaussianizing Iterative Slicing (GIS)☆37Updated 2 years ago
- Repository with the code of "HNPE: Leveraging Global Parameters for Neural Posterior Estimation"☆13Updated last year
- Coverage tests to check the quality of your posterior estimators.☆32Updated last year
- Using Graph Neural Networks to regress baryonic properties directly from full dark matter merger trees.☆24Updated last month
- Fast, lightweight and parallelised simulation-based inference in JAX.☆19Updated last month
- Benchmarking field-level cosmological inference from galaxy surveys.☆11Updated last month
- Combination of transformers and diffusion models for flexible all-in-one simulation-based inference☆70Updated 2 months ago
- Community-sourced list of papers and resources on neural simulation-based inference.☆125Updated 3 months ago
- Inference of substructure properties in strong lensing systems with machine learning. Code repository associated with https://arxiv.org/a…☆32Updated 5 years ago
- Normalizing flow models allowing for a conditioning context, implemented using Jax, Flax, and Distrax.☆20Updated last year
- A JAX package for weak gravitational lensing☆35Updated last year
- Likelihood-free AMortized Posterior Estimation with PyTorch☆130Updated last year
- A system for scientific simulation-based inference at scale.☆164Updated last year
- Cosmological map inference with deep learning☆14Updated 3 years ago
- Exploring how ChatGPT can be used to accelerate research in cosmology.☆12Updated 2 years ago
- SBI Workshop jointly by Helmholtz AI + ML ⇌ Science Colaboratory☆23Updated 2 years ago
- Next generation Bayesian analysis tools for efficient posterior sampling and evidence estimation.☆27Updated 2 years ago
- Simulation-based inference benchmark☆100Updated 7 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
- Generative models with JAX.☆19Updated 8 months ago
- JAX port of GalSim, for parallelized, GPU accelerated, and differentiable galaxy image simulations.☆31Updated 2 weeks ago
- An experiment: emcee implemented in JAX☆26Updated 3 years ago