arxivcs.LGcs.AI2026-07-18
Scalable Causal Imitation Learning
Eylam Tagor, Mingxuan Li, Elias Bareinboim
Imitation learning enables learning a policy in an unknown environment with a latent reward signal using expert demonstrations, but it struggles when the imitator's and expert's observations are mismatched and unobserved confounders are present in expert demonstrations. By identi…