probcomp / autoimcmc
Code accompanying the paper "Automating Involutive MCMC using Probabilistic and Differentiable Programming"
☆13Updated 4 years ago
Alternatives and similar repositories for autoimcmc:
Users that are interested in autoimcmc are comparing it to the libraries listed below
- Generic API for dispatch to Pyro backends.☆16Updated 3 years ago
- Inference Combinators in JAX☆47Updated 5 months ago
- Loopy belief propagation for factor graphs on discrete variables, in JAX!☆65Updated 6 months ago
- Prototypes of differentiable differential equation solvers in JAX.☆27Updated 5 years ago
- "Discontinuous Hamiltonian Monte Carlo for sampling discrete parameters" by Akihiko Nishimura, David Dunson, Jianfeng Lu☆27Updated 6 years ago
- Discontinuous Hamiltonian Monte Carlo in JAX☆41Updated 5 years ago
- ☆33Updated 4 years ago
- Probabilistic programming system for fast and exact symbolic inference☆79Updated 9 months ago
- Implementation of Nonparametric Hamiltonian Monte Carlo☆12Updated 2 years ago
- ☆15Updated 4 years ago
- Practical tools for quantifying how well a sample approximates a target distribution☆27Updated 4 years ago
- Recognizing and exploiting conjugacy without a domain-specific language☆36Updated 5 years ago
- Exponential families for JAX☆65Updated this week
- Jax-based MaxEnt☆18Updated 5 years ago
- ☆80Updated 3 years ago
- [NeurIPS'19] Deep Equilibrium Models Jax Implementation☆39Updated 4 years ago
- Optimal approximate sampling from discrete probability distributions☆17Updated 4 years ago
- Path Tracing in JAX☆71Updated 5 years ago
- Code for "Efficient optimization of loops and limits with randomized telescoping sums"☆27Updated 5 years ago
- Modelling epidemiological dynamics and performing inference in these models☆27Updated 3 years ago
- ☆101Updated 9 months ago
- Library for causal and probabilistic inference in Julia☆11Updated 2 months ago
- Optimally-weighted herding is Bayesian Quadrature☆16Updated 8 years ago
- A differentiation API for PyTorch☆30Updated 4 years ago
- A LinearOperator implementation for PyTorch☆18Updated 4 years ago
- Automatic Differentiation for high-performance stencil loops☆12Updated 4 years ago
- ☆18Updated 3 years ago
- Exact inference for discrete probabilistic programs. (Research code, more documentation and ergonomics to come)☆84Updated last month
- "Variational inference tools to leverage estimator sensitivity."☆16Updated last year
- ☆12Updated 4 years ago