# AIRL **Reference PDF:** pending known-truth migration. AIRL learns a reward through an adversarial discriminator with a potential-based shaping term. It is part of the 12-estimator known-truth validation suite. This RTD page is intentionally short while the dedicated AIRL TeX/PDF tutorial is migrated to the shared synthetic DGP. No real-data estimation examples are published on RTD. ## Migration Target - PDF source: `papers/econirl_package/primers/airl/airl.tex` - Result generator: `papers/econirl_package/primers/airl/airl_run.py` - Shared DGP harness: `experiments/known_truth.py`