lee-group-cmu / lf2iLinks
Likelihood-Free Frequentist Inference
☆17Updated last month
Alternatives and similar repositories for lf2i
Users that are interested in lf2i are comparing it to the libraries listed below
Sorting:
- MCHMC: sampler from an arbitrary differentiable distribution☆73Updated last month
- SBI Workshop jointly by Helmholtz AI + ML ⇌ Science Colaboratory☆23Updated 2 years ago
- Combination of transformers and diffusion models for flexible all-in-one simulation-based inference☆67Updated this week
- Conditional density estimation with neural networks☆31Updated 5 months ago
- Community-sourced list of papers and resources on neural simulation-based inference.☆118Updated last month
- Simulation-based inference in JAX☆32Updated 2 months ago
- Learning Robust Statistics for Simulation-Based Inference Under Model Misspecification (Huang et al., Neurips 2023)☆11Updated last year
- This is a community-driven collection of resources around amortized inference.☆43Updated 7 months ago
- Simulation-based inference benchmark☆97Updated 5 months ago
- Self-tuning HMC algorithms and evaluations☆19Updated 8 months ago
- Machine learning assisted marginal likelihood (Bayesian evidence) estimation for Bayesian model selection☆68Updated 2 weeks ago
- A generic library for linear and non-linear Gaussian smoothing problems. The code leverages JAX and implements several linearization algo…☆12Updated 6 months ago
- Numerical quadrature with JAX☆65Updated this week
- Generative models with JAX.☆17Updated 5 months ago
- Density Estimation Likelihood-Free Inference with neural density estimators and adaptive acquisition of simulations☆109Updated last year
- A simple library to run variational inference on Stan models.☆32Updated 2 years ago
- ☆167Updated last month
- Gaussian Mixture Models in Jax☆20Updated 4 months ago
- A system for scientific simulation-based inference at scale.☆164Updated last year
- Probabilistic modeling of tabular data with normalizing flows.☆57Updated last week
- ☆15Updated 2 months ago
- Next generation Bayesian analysis tools for efficient posterior sampling and evidence estimation.☆27Updated 2 years ago
- Hierarchical neural implicit inference over event ensembles. Code repository associated with https://arxiv.org/abs/2306.12584.☆13Updated 2 years ago
- Fast, lightweight and parallelised simulation-based inference in JAX.☆18Updated last week
- A miscellaneous set of helper functions, custom distributions, and other utilities that I find useful when using NumPyro in my work☆24Updated 4 months ago
- Using neural networks to extract sufficient statistics from data by maximising the Fisher information☆32Updated 2 years ago
- Gradient Based Nested Sampling☆20Updated last year
- Normalizing-flow enhanced sampling package for probabilistic inference in Jax☆242Updated 3 weeks ago
- Diagnostics for Conditional Density Estimators and Bayesian Inference Algorithms☆14Updated 3 years ago
- PyMC Extras extracted from the "exoplanet" library☆20Updated last month