zhao-david / CDE-diagnostics
Diagnostics for Conditional Density Estimators and Bayesian Inference Algorithms
☆14Updated 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
- Using neural networks to extract sufficient statistics from data by maximising the Fisher information☆32Updated last year
- MCHMC: sampler from an arbitrary differentiable distribution☆73Updated last week
- Conditional density estimation with neural networks☆31Updated 3 months ago
- Density Estimation Likelihood-Free Inference with neural density estimators and adaptive acquisition of simulations☆108Updated last year
- Meeting repo for likelihood free inference meeting☆14Updated 2 years ago
- Probabilistic modeling of tabular data with normalizing flows.☆56Updated 2 weeks ago
- Coverage tests to check the quality of your posterior estimators.☆30Updated 8 months ago
- A simple implementation of Hamiltonian Monte Carlo in JAX.☆19Updated last year
- Generative models with JAX.☆17Updated 4 months ago
- Sliced Iterative Generator (SIG) & Gaussianizing Iterative Slicing (GIS)☆36Updated 2 years ago
- Gradient Based Nested Sampling☆20Updated last year
- Simulation-based inference in JAX☆31Updated 3 weeks ago
- Using Graph Neural Networks to regress baryonic properties directly from full dark matter merger trees.☆24Updated last week
- Inference of substructure properties in strong lensing systems with machine learning. Code repository associated with https://arxiv.org/a…☆32Updated 5 years ago
- Combination of transformers and diffusion models for flexible all-in-one simulation-based inference☆65Updated 10 months ago
- Fast, lightweight and parallelised simulation-based inference in JAX.☆18Updated last week
- An experiment: emcee implemented in JAX☆25Updated 2 years ago
- Demonstration of MomentNetworks for high-dimensional probability density estimation (LFI)☆15Updated 2 years ago
- Cosmological map inference with deep learning☆14Updated 3 years ago
- Implemenation of PQMass from Lemos et al. 2024☆15Updated 2 weeks ago
- ☆25Updated last year
- A JAX package for weak gravitational lensing☆31Updated last year
- Benchmarking field-level cosmological inference from galaxy surveys.☆10Updated last week
- Repository with the code of "HNPE: Leveraging Global Parameters for Neural Posterior Estimation"☆13Updated last year
- A miscellaneous set of helper functions, custom distributions, and other utilities that I find useful when using NumPyro in my work☆24Updated 3 months ago
- A python package for Weak Lensing Implicit Inference with Differentiable Simulator☆15Updated last year
- a differentiable lensing simulator☆10Updated 3 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
- JAX-based linear Einstein-Boltzmann solver for cosmology☆16Updated last week