no code implementations • 14 Dec 2023 • Akash Ratheesh, Ofer Dagan, Nisar R. Ahmed, Jay McMahon
This paper considers the problem of evaluating an autonomous system's competency in performing a task, particularly when working in dynamic and uncertain environments.
1 code implementation • 15 Jun 2022 • Rayan Mazouz, Karan Muvvala, Akash Ratheesh, Luca Laurenti, Morteza Lahijanian
A key step in our method is the employment of the recent convex approximation results for NNs to find piece-wise linear bounds, which allow the formulation of the barrier function synthesis problem as a sum-of-squares optimization program.