Probabilistic reasoning plays a pivotal role in advancing intelligent systems by enabling cognitive agents to operate effectively in dynamic and uncertain contexts. In other words. The real world is analog and continuous. Sensors produce noise. Noise is a problem because it obfuscates the signal. As a GPS signal jumps across the map just so slightly, the randomness of noise creeps into sensor measurements creating the need for probabilistic over deterministic methods to allow for more robust dec...