probabilistic modeling

20260426: i don't really spend much time on this anymore; this material is left here as a reference / in the hope it might be useful.

{fast, low-memory, free} probabilistic computation tools

universal probabilistic programming with O(1) memory inference algorithms

compilation of probabilistic programs to graphs

synthesis of non-allocating / memory-safe C probabilistic program equivalents

markov random fields depending on only malloc and free implementations

strong open-universe probabilistic programming using only static and automatic memory allocation

{flexible, free} time series modeling tools

stsb3 -- composable structural time series modeling tools in pytorch

stsb3 model zoo