astro-informatics / QuantifAILinks
PyTorch-based radio-interferometric imaging reconstruction package with scalable Bayesian uncertainty quantification relying on data-driven (learned) priors
☆12Updated 9 months ago
Alternatives and similar repositories for QuantifAI
Users that are interested in QuantifAI are comparing it to the libraries listed below
Sorting:
- Deep Probabilistic Imaging (DPI): Uncertainty Quantification and Multi-modal Solution Characterization for Computational Imaging☆38Updated 3 years ago
- Official implementation of Learning Diffusion Priors from Observations by Expectation Maximization☆32Updated last month
- Implicit neural representations for strong lensing source reconstruction. Code repository associated with https://arxiv.org/abs/2206.1482…☆12Updated 2 years ago
- Repository with the code of "HNPE: Leveraging Global Parameters for Neural Posterior Estimation"☆13Updated last year
- Exploring how ChatGPT can be used to accelerate research in cosmology.☆12Updated 2 years ago
- Data-driven wavefront-based PSF modelling framework.☆20Updated this week
- A JAX package for weak gravitational lensing☆35Updated last year
- Differentiable and accelerated wavelet transform on the sphere with JAX☆24Updated 6 months ago
- Fast, lightweight and parallelised simulation-based inference in JAX.☆22Updated last month
- JAX bindings to the Flatiron Institute Non-uniform Fast Fourier Transform (FINUFFT) library☆106Updated last week
- Sliced Iterative Generator (SIG) & Gaussianizing Iterative Slicing (GIS)☆37Updated 2 years ago
- Probabilistic modeling of tabular data with normalizing flows.☆58Updated this week
- Bind any function written in another language to JAX with support for JVP/VJP/batching/jit compilation☆75Updated 2 months ago
- ☆30Updated 2 years ago
- A repository to store state of the art score model architectures☆58Updated 3 months ago
- A simple implementation of Hamiltonian Monte Carlo in JAX.☆21Updated last year
- Coverage tests to check the quality of your posterior estimators.☆32Updated last year
- poppy derivatives☆22Updated 4 years ago
- Stainless neural networks in JAX☆34Updated 3 months ago
- Repository for Angus H Wright's AstroStatistics Lecture Materials☆15Updated 3 years ago
- JAX port of GalSim, for parallelized, GPU accelerated, and differentiable galaxy image simulations.☆31Updated last week
- Using neural networks to extract sufficient statistics from data by maximising the Fisher information☆32Updated 2 years ago
- Differentiable optical models as parameterised neural networks in Jax using Zodiax☆62Updated last week
- Proximal Nested Sampling for high-dimensional Bayesian model selection☆26Updated last year
- Conditional Flow Matching using JAX☆13Updated 2 years ago
- tutorials on shape measurement☆10Updated 3 years ago
- JAX-powered Cosmological Particle-Mesh N-body Solver☆58Updated last week
- A Jax wrapper for cudaKDTree☆11Updated 2 months ago
- Using Graph Neural Networks to regress baryonic properties directly from full dark matter merger trees.☆24Updated 4 months ago
- Differentiable cosmological emulators: the JAX version of CosmoPower☆41Updated last week