lee-group-cmu / lf2i
Likelihood-Free Frequentist Inference
☆17Updated this week
Alternatives and similar repositories for lf2i:
Users that are interested in lf2i are comparing it to the libraries listed below
- MCHMC: sampler from an arbitrary differentiable distribution☆73Updated this week
- Conditional density estimation with neural networks☆31Updated 3 months ago
- Simulation-based inference in JAX☆31Updated 3 weeks ago
- 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☆64Updated 10 months ago
- Learning Robust Statistics for Simulation-Based Inference Under Model Misspecification (Huang et al., Neurips 2023)☆10Updated last year
- Community-sourced list of papers and resources on neural simulation-based inference.☆114Updated last week
- Fast, lightweight and parallelised simulation-based inference in JAX.☆18Updated last week
- Diagnostics for Conditional Density Estimators and Bayesian Inference Algorithms☆14Updated 3 years ago
- Density Estimation Likelihood-Free Inference with neural density estimators and adaptive acquisition of simulations☆108Updated last year
- Generative models with JAX.☆17Updated 4 months ago
- Machine learning assisted marginal likelihood (Bayesian evidence) estimation for Bayesian model selection☆64Updated 3 weeks ago
- Next generation Bayesian analysis tools for efficient posterior sampling and evidence estimation.☆28Updated 2 years ago
- Meeting repo for likelihood free inference meeting☆14Updated 2 years ago
- Gaussian Mixture Models in Jax☆18Updated 3 months ago
- Numerical quadrature with JAX☆58Updated 3 weeks ago
- Using neural networks to extract sufficient statistics from data by maximising the Fisher information☆32Updated last year
- A miscellaneous set of helper functions, custom distributions, and other utilities that I find useful when using NumPyro in my work☆24Updated 3 months ago
- Simulation-based inference benchmark☆96Updated 3 months ago
- Probabilistic modeling of tabular data with normalizing flows.☆56Updated last week
- A generic library for linear and non-linear Gaussian smoothing problems. The code leverages JAX and implements several linearization algo…☆12Updated 5 months ago
- Hierarchical neural implicit inference over event ensembles. Code repository associated with https://arxiv.org/abs/2306.12584.☆13Updated last year
- An experiment: emcee implemented in JAX☆25Updated 2 years ago
- Self-tuning HMC algorithms and evaluations☆18Updated 6 months ago
- Things that make me feel productive☆15Updated 2 years ago
- Bind any function written in another language to JAX with support for JVP/VJP/batching/jit compilation☆67Updated last week
- This is a community-driven collection of resources around amortized inference.☆35Updated 5 months ago
- Probabilistic ODE solvers are fun, but are they fast? See also: https://github.com/pnkraemer/probdiffeq for JAX code or https://github.c…☆21Updated 9 months ago
- Normalizing-flow enhanced sampling package for probabilistic inference in Jax☆233Updated last week
- Gradient Based Nested Sampling☆20Updated last year