Dimitrios Kanoulas

Self-Aware Active Learning Enables Continual Improvement in Autonomous Driving

SAGE improves robustness in novel and safety-critical scenarios, reduces safety violations, and maintains task performance comparable to strong baseline policies, suggesting that agents can improve after initial training by estimating the limits of their competence, requesting guidance when needed, and learning selecti...