Safety-Assured Speculative Planning with Adaptive Prediction

Overview

This planning framework adapts probabilistic behavior and trajectory predictions for surrounding vehicles. It optimizes expected driving reward while excluding actions unsafe in the worst case, evaluated through multi-lane SUMO simulations.