Infinite-Time Horizon Safety

Provably Safe Neural Network Controllers via Differential Dynamic Logic
We present the first approach for the combination of differential dynamic logic (dL) and NN verification. By joining forces, we can exploit the efficiency of NN verification tools while retaining the rigor of dL. This yields infinite-time horizon safety guarantees for neural network control systems.
Samuel Teuber, Stefan Mitsch, André Platzer
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Provably Safe Neural Network Controllers via Differential Dynamic Logic