lee-group-cmu / lf2i
Likelihood-Free Frequentist Inference
☆15Updated 3 weeks ago
Alternatives and similar repositories for lf2i:
Users that are interested in lf2i are comparing it to the libraries listed below
- Combination of transformers and diffusion models for flexible all-in-one simulation-based inference☆58Updated 8 months ago
- MCHMC: sampler from an arbitrary differentiable distribution☆71Updated last week
- Community-sourced list of papers and resources on neural simulation-based inference.☆110Updated last month
- Conditional density estimation with neural networks☆30Updated last month
- Simulation-based inference in JAX☆31Updated last week
- SBI Workshop jointly by Helmholtz AI + ML ⇌ Science Colaboratory☆22Updated last year
- Diagnostics for Conditional Density Estimators and Bayesian Inference Algorithms☆14Updated 2 years ago
- Simulation-based inference benchmark☆95Updated last month
- Density Estimation Likelihood-Free Inference with neural density estimators and adaptive acquisition of simulations☆108Updated last year
- Generative models with JAX.☆17Updated 2 months ago
- A miscellaneous set of helper functions, custom distributions, and other utilities that I find useful when using NumPyro in my work☆24Updated last month
- Using neural networks to extract sufficient statistics from data by maximising the Fisher information☆31Updated last year
- Probabilistic modeling of tabular data with normalizing flows.☆55Updated 3 weeks ago
- Next generation Bayesian analysis tools for efficient posterior sampling and evidence estimation.☆29Updated 2 years ago
- A system for scientific simulation-based inference at scale.☆163Updated 11 months ago
- Richard @rdgao & Michael @michaeldeistler: using neural network-based regression and density estimation for Generalized Bayesian Inferenc…☆10Updated last year
- Meeting repo for likelihood free inference meeting☆15Updated 2 years ago
- Numerical quadrature with JAX☆53Updated this week
- Self-tuning HMC algorithms and evaluations☆18Updated 4 months ago
- A Python toolkit for (simulation-based) inference and the mechanization of science.☆53Updated 2 years ago
- A simple library to run variational inference on Stan models.☆30Updated last year
- Normalizing flow models allowing for a conditioning context, implemented using Jax, Flax, and Distrax.☆15Updated 11 months ago
- Normalizing-flow enhanced sampling package for probabilistic inference in Jax☆215Updated this week
- Code for Gaussian Score Matching Variational Inference☆32Updated last week
- ☆13Updated last year
- Bind any function written in another language to JAX with support for JVP/VJP/batching/jit compilation☆66Updated 8 months ago
- ☆24Updated last year
- Inference of substructure properties in strong lensing systems with machine learning. Code repository associated with https://arxiv.org/a…☆32Updated 5 years ago
- nessai: Nested Sampling with Artificial Intelligence☆38Updated last week