Akash Ratheesh Babu

Safety Guarantees for Neural Network Dynamic Systems via Stochastic Barrier Functions

Neural Networks (NNs) have been successfully employed to represent the state evolution of complex dynamical systems. Such models, referred to as NN dynamic models (NNDMs), use iterative noisy predictions of NN to estimate a distribution of system trajectories over time. Despite their accuracy, safe…