Optimizing Robotic Behavior and Motion Through Tail Risk Measures

Tail risk measures, such as Value-at-Risk, Conditional Value-at-Risk, and Entropic Value-at-Risk, provide a systematic approach to quantifying and managing risk in robotic planning, control, and verification tasks. By focusing on rare but high-consequence events, these measures enable robots to balance performance and safety under uncertainty.