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Titlebook: Engineering of Complex Computer Systems; 28th International C Guangdong Bai,Fuyuki Ishikawa,George A. Papadopoul Conference proceedings 202

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Automated Parameter Determination for Enhancing the Product Configuration System of Renault: An Expernal product configuration system to model its vehicle diversity. This system is based on the well-known knowledge compilation approach and is associated with a set of parameters. Different input parameters have a strong influence on the system’s performance. The parameters actually used are determi
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Optimal Solution Guided Branching Strategy for Neural Network Branch and Bound Verificationion methods employing branch and bound technique have shown excellent performance for this task and are widely adopted to provide robustness assurance. A key component in branch and bound is the branching strategy, which determines how to split the feasible region. A good branching strategy can redu
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AccMILP: An Approach for Accelerating Neural Network Verification Based on Neuron Importanceility in DNNs, ensuring their prediction accuracy through robustness verification becomes imperative before deploying them in safety-critical applications. Neural Network Verification (NNV) approaches can broadly be categorized into exact and approximate solutions. Exact solutions are complete but t
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Test Architecture Generation by Leveraging BERT and Control and Data Flowsy. This can lead to a lack of a comprehensive overview of the test architecture, hampering the reuse of test functions when implementing new test cases. To address this challenge, we propose ., an automated test architecture generation approach, which employs an optimization algorithm to retrieve hi
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Modeling and Verification of Solidity Smart Contracts with the B Methode led to the loss of millions of dollars worth of assets. Since smart contract code cannot be updated to patch security flaws, reasoning about smart contract correctness to ensure the absence of vulnerabilities before their deployment is of the utmost importance. In this paper, we present a formal a
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