Structural Causal Models Python Packages

causalrl

Causal reinforcement learning, organized around Bareinboim's 9-task taxonomy, confounded offline→online RL, POMIS, counterfactual policies, transportability, discovery, imitation, curricula.

langgraph-sfm

Causal intent monitoring for LangGraph agents.