structural-causal-models

Dokumentasi lengkap Tugas 3 Causal Inference - 6 latihan menggunakan R & RStudio mencakup DAG, Simpson's Paradox, Backdoor Adjustment, Counterfactual, CausalImpact, dan Mediation Analysis

Demystifying Judea Pearl's do-calculus and the Backdoor Criterion by hand. Resolving a curated Simpson's Paradox using structural causal modeling on superhero battle mechanics.

Paper and Lean 4 mechanization for Graph Surgery and the Do-Operator

Models causals estructurals i resultats potencials (Treball de Final de Grau)

Efficient and diverse synthetic causal priors in JAX for end-to-end pretraining

Exploring causal inference from first principles — Pearl's DAGs & do-calculus vs Rubin's potential outcomes framework · DoWhy · Python

Causal intent monitoring for LangGraph agents.

A first-class calculus for mechanism-level causal intervention. Strictly extends Pearl's SCM framework with hypergraph mechanisms as primary causal objects.

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

Stress-testing causal discovery under hidden confounding using causalXtreme and extremeSCM, with reproducible R experiments on spurious causal edges and false-positive control.