Diffusion-based Decision-making Model for Autonomous Vehicles with Lagrangian Safety Enhancement

The authors propose DDM-Lag, a novel Diffusion Decision Model augmented with Lagrangian-based safety enhancements, to improve decision-making in autonomous vehicles by modeling the decision-making process as a generative diffusion process and incorporating safety constraints through Lagrangian optimization.