Ahan Basu

Fast and Sample Efficient Safety Verification via Extreme Learning Machine

Deep learning methods like neural networks have greatly simplified the computation of safety certificates for complex nonlinear systems with unknown dynamics. However, due to the data-driven nature of these certificates and the complex architecture of neural networks, computation time as well as robustness guarantees a...