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Mehran Hosseini

2 accepted papers

2024

Tight Verification of Probabilistic Robustness in Bayesian Neural Networks

AISTATS 2024poster

We introduce two algorithms for computing tight guarantees on the probabilistic robustness of Bayesian Neural Networks (BNNs). Computing robustness guarantees for BNNs is a significantly more challenging task than verifying the robustness of standard Neural Networks (NNs) because it requires searchi…