Showing cs.LGShow all
2 papers · 1 filter
cs.LG2026
Shifting-based Optimizable Linear Relaxations for General Activation Functions
Philipp Kern, László Antal, Erika Ãbráham +1
The use of neural networks (NNs) is rapidly increasing, including in safety- and security-critical domains. To provide formal guarantees about NN behavior, many verification method…
cs.LG2025
Revisiting Differential Verification: Equivalence Verification with Confidence
Samuel Teuber, Philipp Kern, Marvin Janzen +1
When validated neural networks (NNs) are pruned (and retrained) before deployment, it is desirable to prove that the new NN behaves equivalently to the (original) reference NN. To…