Bayesian Networks Update Structured Uncertainty

Causal Discovery Produces Hypotheses Under Assumptions

Counterfactual Tests Probe Decision Sensitivity

In this situation—deciding whether tutor hints caused higher mastery—which choice best applies “Causal Graphs Assert More Than Association”?

World Models Support Counterfactual Planning

Counterfactual Tests Probe Decision Sensitivity

In this situation—testing an adaptive tutor for beginners, experts, disabilities, and conflicting goals—which choice best applies “Evaluation Corpora Must Represent Real Routes”?

Trajectory Evaluation Scores Decisions Along the Path