Does Knowledge About Perceptual Uncertainty Help an Agent in Automated Driving?
The study investigated how an agent's driving behavior changes when it is informed about perceptual uncertainty—the doubt in its sensor readings. By adding this uncertainty information to its observations, the agent learned to adapt better than when facing unreliable perception. Unreliable perception led to defensive driving, whereas knowing the uncertainty allowed the agent to perform tasks faster while still managing risks.