sbi-benchmark / sbibmLinks
Simulation-based inference benchmark
☆102Updated 8 months ago
Alternatives and similar repositories for sbibm
Users that are interested in sbibm are comparing it to the libraries listed below
Sorting:
- Likelihood-free AMortized Posterior Estimation with PyTorch☆131Updated last year
- Lightweight library of stochastic gradient MCMC algorithms written in JAX.☆105Updated last year
- Community-sourced list of papers and resources on neural simulation-based inference.☆127Updated 4 months ago
- Combination of transformers and diffusion models for flexible all-in-one simulation-based inference☆70Updated 3 months ago
- Conditional density estimation with neural networks☆33Updated 8 months ago
- A system for scientific simulation-based inference at scale.☆164Updated last year
- Simulation-based inference in JAX☆35Updated 5 months ago
- Normalizing-flow enhanced sampling package for probabilistic inference in Jax☆250Updated last month
- Probabilistic modeling of tabular data with normalizing flows.☆58Updated last week
- A generic interface for linear algebra backends☆73Updated 7 months ago
- Normalizing Flows using JAX☆84Updated last year
- MCHMC: sampler from an arbitrary differentiable distribution☆74Updated 5 months ago
- Code for Gaussian Score Matching Variational Inference☆35Updated 7 months ago
- ☆27Updated last year
- Probabilistic Programming and Nested sampling in JAX☆208Updated last month
- SBI Workshop jointly by Helmholtz AI + ML ⇌ Science Colaboratory☆23Updated 2 years ago
- ☆189Updated last month
- Density Estimation Likelihood-Free Inference with neural density estimators and adaptive acquisition of simulations☆110Updated 2 years ago
- Matrix-free linear algebra in JAX.☆141Updated 2 weeks ago
- Bayes-Newton—A Gaussian process library in JAX, with a unifying view of approximate Bayesian inference as variants of Newton's method.☆237Updated last year
- State of the art inference for your bayesian models.☆222Updated 5 months ago
- Tutorial materials of the Probabilistic Numerics Spring School.☆35Updated 2 years ago
- A Python toolkit for (simulation-based) inference and the mechanization of science.☆53Updated 3 years ago
- Learning Robust Statistics for Simulation-Based Inference Under Model Misspecification (Huang et al., Neurips 2023)☆11Updated 2 months ago
- The tiniest of Gaussian Process libraries☆317Updated last month
- Minimal Implementation of Bayesian Optimization in JAX☆97Updated 5 months ago
- A LinearOperator implementation to wrap the numerical nuts and bolts of GPyTorch☆115Updated 6 months ago
- Exponential families for JAX☆75Updated 2 weeks ago
- ☆16Updated 5 months ago
- Code for efficiently sampling functions from GP(flow) posteriors☆73Updated 4 years ago