Search Results for author: Steven Adams

Found 2 papers, 1 papers with code

BNN-DP: Robustness Certification of Bayesian Neural Networks via Dynamic Programming

1 code implementation19 Jun 2023 Steven Adams, Andrea Patane, Morteza Lahijanian, Luca Laurenti

In this paper, we introduce BNN-DP, an efficient algorithmic framework for analysis of adversarial robustness of Bayesian Neural Networks (BNNs).

Adversarial Robustness Computational Efficiency +1

Formal Control Synthesis for Stochastic Neural Network Dynamic Models

no code implementations11 Mar 2022 Steven Adams, Morteza Lahijanian, Luca Laurenti

Neural networks (NNs) are emerging as powerful tools to represent the dynamics of control systems with complicated physics or black-box components.

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