bccp / DeepUQLinks
Bayesian Uncertainty Quantification by Deep Generative Model
☆19Updated 5 years ago
Alternatives and similar repositories for DeepUQ
Users that are interested in DeepUQ are comparing it to the libraries listed below
Sorting:
- ☆28Updated 2 years ago
- Sliced Iterative Generator (SIG) & Gaussianizing Iterative Slicing (GIS)☆37Updated 2 years ago
- Diagnostics for Conditional Density Estimators and Bayesian Inference Algorithms☆15Updated 3 years ago
- Probabilistic modeling of tabular data with normalizing flows.☆58Updated 2 months ago
- ☆16Updated 4 years ago
- 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 last year
- Exploring how ChatGPT can be used to accelerate research in cosmology.☆12Updated 2 years ago
- Likelihood-free AMortized Posterior Estimation with PyTorch☆130Updated last year
- Repository for the work Transforming Gaussian Processes with Normalizing Flows published at AISTATS 2021☆24Updated 2 years ago
- Implicit neural representations for strong lensing source reconstruction. Code repository associated with https://arxiv.org/abs/2206.1482…☆12Updated 2 years ago
- Coverage tests to check the quality of your posterior estimators.☆31Updated last year
- Conditional density estimation with neural networks☆33Updated 7 months ago
- Official implementation of Learning Diffusion Priors from Observations by Expectation Maximization☆28Updated 5 months ago
- Predicting galaxy spectra from images☆18Updated 2 years ago
- A repository to store state of the art score model architectures☆56Updated last week
- Unleash the true power of scheduling☆30Updated 4 months ago
- Demonstration of MomentNetworks for high-dimensional probability density estimation (LFI)☆15Updated 3 years ago
- Semantic alignment of astronomical data with natural language using multi-modal models. (Jax) Code associated with https://arxiv.org/abs/…☆16Updated 10 months ago
- An experiment: emcee implemented in JAX☆26Updated 3 years ago
- Repository with the code of "HNPE: Leveraging Global Parameters for Neural Posterior Estimation"☆13Updated last year
- A simple implementation of Hamiltonian Monte Carlo in JAX.☆21Updated last year
- ☆27Updated last year
- Normalizing flow models allowing for a conditioning context, implemented using Jax, Flax, and Distrax.☆20Updated last year
- Lectures on Bayesian statistics and information theory☆31Updated 3 months ago
- Combination of transformers and diffusion models for flexible all-in-one simulation-based inference☆70Updated 2 months ago
- Using Graph Neural Networks to regress baryonic properties directly from full dark matter merger trees.☆24Updated last month
- A webpage for the scattering transform. To calculate, you just need the folder called "scattering".☆60Updated 11 months ago
- ☆21Updated 5 years ago
- Code for the paper "Towards Reliable Simulation-Based Inference with Balanced Neural Ratio Estimation".☆14Updated 2 years ago