Samuel Teuber
Samuel Teuber
About Me
Research
Teaching
Blog
Neural Network Verification
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
PDF
Cite
Project
Geometric Path Enumeration for Equivalence Verification of Neural Networks
We present and evaluate an approach for proving equivalence properties on neural networks and show that the verification of $\epsilon$-equivalence is coNP-complete
Samuel Teuber
,
Marko Kleine Büning
,
Philipp Kern
,
Carsten Sinz
PDF
Cite
Code
Experiments
DOI / IEEE Xplore
Cite
×