Autonomous vehicles (AVs) must share space with pedestrians, both in carriageway cases such as cars at pedestrian crossings and off-carriageway delivery navigating through crowds on pedestrianized high-streets. Unlike static obstacles, pedestrians are active agents complex, interactive motions. Planning AV actions the presence of thus requires modelling their probable future behaviour well dete...