Search Results for author: Karan Muvvala

Found 1 papers, 1 papers with code

Safety Guarantees for Neural Network Dynamic Systems via Stochastic Barrier Functions

1 code implementation15 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.

Cannot find the paper you are looking for? You can Submit a new open access paper.