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[PDF][PDF] Beta-crown: Efficient bound propagation with per-neuron split constraints for neural network robustness verification
Bound propagation based incomplete neural network verifiers such as CROWN are very
efficient and can significantly accelerate branch-and-bound (BaB) based complete …
efficient and can significantly accelerate branch-and-bound (BaB) based complete …
General cutting planes for bound-propagation-based neural network verification
Bound propagation methods, when combined with branch and bound, are among the most
effective methods to formally verify properties of deep neural networks such as correctness …
effective methods to formally verify properties of deep neural networks such as correctness …
Perception contracts for safety of ML-enabled systems
We introduce a novel notion of perception contracts to reason about the safety of controllers
that interact with an environment using neural perception. Perception contracts capture …
that interact with an environment using neural perception. Perception contracts capture …