probcomp / autoimcmcLinks
Code accompanying the paper "Automating Involutive MCMC using Probabilistic and Differentiable Programming"
☆14Updated 5 years ago
Alternatives and similar repositories for autoimcmc
Users that are interested in autoimcmc are comparing it to the libraries listed below
Sorting:
- Exponential families for JAX☆75Updated last month
- Loopy belief propagation for factor graphs on discrete variables, in JAX!☆65Updated last year
- Inference Combinators in JAX☆52Updated 6 months ago
- Generic API for dispatch to Pyro backends.☆16Updated 3 years ago
- Probabilistic programming system for fast and exact symbolic inference☆83Updated last year
- Turning SymPy expressions into JAX functions☆45Updated 4 years ago
- Documentation:☆125Updated 2 years ago
- Practical tools for quantifying how well a sample approximates a target distribution☆28Updated 5 years ago
- A generic interface for linear algebra backends☆75Updated 3 weeks ago
- Tools for JAX☆49Updated last month
- Probabilistic programming with programmable inference for parallel accelerators.☆37Updated 2 weeks ago
- "Discontinuous Hamiltonian Monte Carlo for sampling discrete parameters" by Akihiko Nishimura, David Dunson, Jianfeng Lu☆29Updated 7 years ago
- Prototypes of differentiable differential equation solvers in JAX.☆27Updated 5 years ago
- A framework for composing Neural Processes in Julia☆76Updated 4 years ago
- AeMCMC is a Python library that automates the construction of samplers for Aesara graphs representing statistical models.☆39Updated 2 years ago
- Evaluation Framework for Probabilistic Programming Languages☆103Updated last year
- A Julia implementation of sparse Gaussian processes via path-wise doubly stochastic variational inference.☆33Updated 5 years ago
- probabilistic programming focused on fun☆49Updated this week
- Bayesian inference for a logistic regression model in various languages☆43Updated 2 years ago
- Causal, Higher-Order, Probabilistic Programming☆175Updated last month
- "Parameter origami" -- folding and unfolding collections of parameters for optimization and sensitivity analysis.☆14Updated last year
- Probabilistic Circuits from the Juice library☆106Updated last year
- Scalable Probabilistic Programming Library☆21Updated 7 years ago
- ☆80Updated 4 years ago
- Unbiased MCMC with couplings☆19Updated 6 years ago
- Probabilistic Programming eXecution protocol (PPX)☆76Updated 3 years ago
- Discontinuous Hamiltonian Monte Carlo in JAX☆42Updated 5 years ago
- Jax-based MaxEnt☆17Updated 6 years ago
- Jax SSM Library☆48Updated 3 years ago
- Exact inference for discrete probabilistic programs. (Research code, more documentation and ergonomics to come)☆86Updated 8 months ago