probcomp / programmable-vi-pldi-2024
Probabilistic programming with programmable variational inference.
☆19Updated 7 months ago
Alternatives and similar repositories for programmable-vi-pldi-2024:
Users that are interested in programmable-vi-pldi-2024 are comparing it to the libraries listed below
- Inference Combinators in JAX☆46Updated 3 months ago
- Exponential families for JAX☆63Updated last week
- probabilistic programming focused on fun☆39Updated 3 months ago
- A generic interface for linear algebra backends☆71Updated 7 months ago
- Classic papers from Edwin T. Jaynes converted to latex.☆32Updated this week
- Generic API for dispatch to Pyro backends.☆16Updated 3 years ago
- Probabilistic programming system for fast and exact symbolic inference☆77Updated 7 months ago
- Tools for JAX☆45Updated this week
- A curated collection of papers on probabilistic circuits, computational graphs encoding tractable probability distributions.☆49Updated last year
- Lightweight library of stochastic gradient MCMC algorithms written in JAX.☆100Updated last year
- Code for efficiently sampling functions from GP(flow) posteriors☆69Updated 4 years ago
- Efficient, lightweight variational inference and approximation bounds☆43Updated last year
- Turning SymPy expressions into JAX functions☆44Updated 3 years ago
- Implementation of Nonparametric Hamiltonian Monte Carlo☆12Updated 2 years ago
- AeMCMC is a Python library that automates the construction of samplers for Aesara graphs representing statistical models.☆39Updated last year
- ☆50Updated last year
- Exact inference for discrete probabilistic programs. (Research code, more documentation and ergonomics to come)☆83Updated last year
- Loopy belief propagation for factor graphs on discrete variables, in JAX!☆64Updated 4 months ago
- Modelling epidemiological dynamics and performing inference in these models☆27Updated 3 years ago
- An ultra-lightweight JAX implementation of sparse Gaussian processes via pathwise sampling.☆22Updated 3 years ago
- Tutorials and sampling algorithm comparisons☆70Updated this week
- Language of thought library for python 3☆48Updated last year
- "Variational inference tools to leverage estimator sensitivity."☆16Updated last year
- ☆80Updated 3 years ago
- Tools for an Aesara-based PPL.☆64Updated 3 months ago
- Code for Gaussian Score Matching Variational Inference☆32Updated 4 months ago
- Composable kernels for scikit-learn implemented in JAX.☆42Updated 4 years ago
- Probabilistic solvers for differential equations in JAX. Adaptive ODE solvers with calibration, state-space model factorisations, and cus…☆41Updated 3 months ago
- Prototypes of differentiable differential equation solvers in JAX.☆27Updated 5 years ago
- This is a collection of code samples aimed at illustrating temporal parallelization methods for sequential data.☆31Updated last year