Oliver F. Lange

Massively Scalable Inverse Reinforcement Learning in Google Maps

Inverse reinforcement learning (IRL) offers a powerful and general framework for learning humans' latent preferences in route recommendation, yet no approach has successfully addressed planetary-scale problems with hundreds of millions of states and demonstration trajectories. In this paper, we intr…