Formal Verification of Neural Network Safety Beyond Toy Examples: Three Distinct Gaps and a Specification-First Research Agenda
Formal verification of neural networks has matured into a real research area. Tools such as alpha-beta-CROWN, ERAN, and Marabou now reliably verify L-infinity robustness properties of ReLU networks at the ResNet scale, with the annual…