Hacker News with Generative AI: Probabilistic Programming

Etalumis: Bringing Probabilistic Programming to Scientific Simulators at Scale (arxiv.org)
Probabilistic programming languages (PPLs) are receiving widespread attention for performing Bayesian inference in complex generative models.
Numpyro: Probabilistic programming with NumPy powered by Jax (github.com/pyro-ppl)
NumPyro is a lightweight probabilistic programming library that provides a NumPy backend for Pyro. We rely on JAX for automatic differentiation and JIT compilation to GPU / CPU. NumPyro is under active development, so beware of brittleness, bugs, and changes to the API as the design evolves.