JoeriHermans / constraining-dark-matter-with-stellar-streams-and-mlLinks
Probing the nature of dark matter by inferring the dark matter particle mass with machine learning and stellar streams.
☆18Updated 2 years ago
Alternatives and similar repositories for constraining-dark-matter-with-stellar-streams-and-ml
Users that are interested in constraining-dark-matter-with-stellar-streams-and-ml are comparing it to the libraries listed below
Sorting:
- Differentiable cosmological emulators: the JAX version of CosmoPower☆40Updated 3 months ago
- An experiment: emcee implemented in JAX☆26Updated 3 years ago
- Using Graph Neural Networks to regress baryonic properties directly from full dark matter merger trees.☆24Updated 2 months ago
- ☆16Updated 4 years ago
- Simulation-based (likelihood-free) inference customized for astronomical applications☆29Updated 11 months ago
- Neural network nested and MCMC sampling☆22Updated 3 years ago
- Demonstration of MomentNetworks for high-dimensional probability density estimation (LFI)☆15Updated 3 years ago
- Tutorials for the KITP Galevo23 program☆29Updated 2 years ago
- Material for the "ML for the Sciences" meeting at Princeton University☆55Updated 5 years ago
- PRObabilistic Value-Added Bright Galaxy Survey (PROVABGS)☆18Updated last year
- Code to replicate posterior probability distributions with bijectors/KDEs and perform marginal KL/bayesian dimensionality calculations.☆13Updated 7 months ago
- tutorials on shape measurement☆10Updated 3 years ago
- a differentiable lensing simulator☆10Updated 3 years ago
- Using neural networks to extract sufficient statistics from data by maximising the Fisher information☆32Updated 2 years ago
- Predicting galaxy spectra from images☆18Updated 2 years ago
- Proximal Nested Sampling for high-dimensional Bayesian model selection☆26Updated last year
- Next generation Bayesian analysis tools for efficient posterior sampling and evidence estimation.☆27Updated 2 years ago
- A JAX package for weak gravitational lensing☆35Updated last year
- Curated list of astronomy/astrophysics code packages using JAX☆45Updated 10 months ago
- Density Estimation Likelihood-Free Inference with neural density estimators and adaptive acquisition of simulations☆110Updated 2 years ago
- The galaxy survey codex☆16Updated last year
- ☆13Updated 2 years ago
- 2020 Tomographic binning challenge☆13Updated 3 years ago
- An easy to use interface to gravitational wave surrogate models☆34Updated 3 months ago
- A TensorFlow reimplementation of GalSim☆10Updated 3 years ago
- Inference of substructure properties in strong lensing systems with machine learning. Code repository associated with https://arxiv.org/a…☆32Updated 5 years ago
- Error analysis, diagnostic tests and plots for nested sampling calculations.☆15Updated 2 years ago
- JAX port of GalSim, for parallelized, GPU accelerated, and differentiable galaxy image simulations.☆31Updated last month
- Paper introducing jax-cosmo☆14Updated 2 years ago
- Codes to reproduce results in the paper☆10Updated 4 years ago