probsys / sppl
Probabilistic programming system for fast and exact symbolic inference
☆77Updated 7 months ago
Alternatives and similar repositories for sppl:
Users that are interested in sppl are comparing it to the libraries listed below
- Exact inference for discrete probabilistic programs. (Research code, more documentation and ergonomics to come)☆83Updated last year
- Logic Circuits from the Juice library☆48Updated 8 months ago
- Probabilistic Circuits from the Juice library☆104Updated 8 months ago
- Probabilistic Answer Set Programming and Probabilistic SAT solving, based on Differentiable Satisfiability☆63Updated 7 months ago
- Implementation of Bayesian Sum-Product Networks☆12Updated 4 years ago
- Automated Bayesian model discovery for time series data☆71Updated 3 weeks ago
- Inference Combinators in JAX☆45Updated 3 months ago
- A curated collection of papers on probabilistic circuits, computational graphs encoding tractable probability distributions.☆49Updated last year
- The Juice package for circuits in artificial intelligence, both logic and probabilistic☆12Updated 2 years ago
- Learning Algebraic Varieties from Samples☆24Updated last year
- ☆15Updated 6 years ago
- Online inference on reactive probabilistic models, with SMC and symbolic methods☆16Updated last year
- "Discontinuous Hamiltonian Monte Carlo for sampling discrete parameters" by Akihiko Nishimura, David Dunson, Jianfeng Lu☆27Updated 6 years ago
- Causal, Higher-Order, Probabilistic Programming☆164Updated last year
- Building dynamical systems compositionally☆68Updated 3 months ago
- Loopy belief propagation for factor graphs on discrete variables, in JAX!☆64Updated 4 months ago
- Code accompanying the paper "Automating Involutive MCMC using Probabilistic and Differentiable Programming"☆13Updated 4 years ago
- LattE integrale, software for counting lattice points and integration over convex polytopes☆44Updated last year
- Probabilistic Circuits in Julia☆9Updated last year
- Classic papers from Edwin T. Jaynes converted to latex.☆32Updated 2 years ago
- Differentiable probabilistic answer set programming☆18Updated 3 months ago
- Compiler with automatic differentiation☆46Updated last year
- Evaluation Framework for Probabilistic Programming Languages☆99Updated last year
- Sum-product networks in Julia.☆37Updated 2 years ago
- Scruff.jl☆34Updated 3 months ago
- Generative Forests in Python☆34Updated last year
- ☆50Updated last year
- Generic API for dispatch to Pyro backends.☆16Updated 3 years ago
- Haskell prototype to accompany the paper "ADEV: Sound Automatic Differentiation of Expected Values of Probabilistic Programs"☆63Updated last year
- Experiments with variational autoencoders in Julia☆16Updated 5 years ago