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cs.LG2022
ANTI-CARLA: An Adversarial Testing Framework for Autonomous Vehicles in CARLA
Shreyas Ramakrishna, Baiting Luo, Christopher Kuhn +2
Despite recent advances in autonomous driving systems, accidents such as the fatal Uber crash in 2018 show these systems are still susceptible to edge cases. Such systems must be t…
cs.RO2022
Risk-Aware Scene Sampling for Dynamic Assurance of Autonomous Systems
Shreyas Ramakrishna, Baiting Luo, Yogesh Barve +2
Autonomous Cyber-Physical Systems must often operate under uncertainties like sensor degradation and shifts in the operating conditions, which increases its operational risk. Dynam…