Beyond Policy Support: Interaction Constrained Offline Reinforcement Learning for Autonomous Driving

Mahmoud Selim, Cristina Cipriani, Karl Henrik Johansson

Offline reinforcement learning enables reward-driven policy improvement from fixed datasets without requiring online exploration, making it particularly attractive in safety-critic…