smsharma / mining-for-substructure-lensLinks
Inference of substructure properties in strong lensing systems with machine learning. Code repository associated with https://arxiv.org/abs/1909.02005.
☆32Updated 6 years ago
Alternatives and similar repositories for mining-for-substructure-lens
Users that are interested in mining-for-substructure-lens 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
- Meeting repo for likelihood free inference meeting☆14Updated 3 years ago
- Using Graph Neural Networks to regress baryonic properties directly from full dark matter merger trees.☆24Updated 5 months ago
- ☆16Updated 5 years ago
- Demonstration of MomentNetworks for high-dimensional probability density estimation (LFI)☆15Updated 3 years ago
- A system for scientific simulation-based inference at scale.☆163Updated last year
- A JAX package for weak gravitational lensing☆35Updated last year
- Differentiable cosmological emulators: the JAX version of CosmoPower☆42Updated 3 weeks ago
- An experiment: emcee implemented in JAX☆26Updated 3 years ago
- Cosmological map inference with deep learning☆15Updated 4 years ago
- Probing the nature of dark matter by inferring the dark matter particle mass with machine learning and stellar streams.☆18Updated 3 years ago
- PRObabilistic Value-Added Bright Galaxy Survey (PROVABGS)☆18Updated last year
- Simulation-based (likelihood-free) inference customized for astronomical applications☆29Updated last year
- Neural network nested and MCMC sampling☆21Updated 4 years ago
- Next generation Bayesian analysis tools for efficient posterior sampling and evidence estimation.☆27Updated 3 years ago
- Probabilistic modeling of tabular data with normalizing flows.☆58Updated last week
- Investigating the information content in the cosmic web through dark matter halo graphs. Arxiv paper: https://arxiv.org/abs/2207.05202☆13Updated last year
- JAX port of GalSim, for parallelized, GPU accelerated, and differentiable galaxy image simulations.☆31Updated 3 weeks ago
- Coverage tests to check the quality of your posterior estimators.☆32Updated last year
- a differentiable lensing simulator☆10Updated 3 years ago
- 🐈 Differentiable Spectrum Modeling of Exoplanets and Brown Dwarfs☆66Updated last week
- A simple implementation of Hamiltonian Monte Carlo in JAX.☆21Updated last year
- Package for Neural Posterior Estimation and Importance Sampling focused on Astronomical Applications☆39Updated 4 months ago
- Benchmarking field-level cosmological inference from galaxy surveys.☆12Updated 5 months ago
- A differentiable cosmology library in JAX☆219Updated 5 months ago
- PyAutoFit: Classy Probabilistic Programming☆63Updated this week
- Hierarchical neural implicit inference over event ensembles. Code repository associated with https://arxiv.org/abs/2306.12584.☆13Updated 2 years ago
- A pipeline for versatile strong lens sample simulations☆34Updated last year
- The galaxy survey codex☆17Updated last year