Titlebook: Dependable Software Engineering. Theories, Tools, and Applications; 9th International Sy Holger Hermanns,Jun Sun,Lei Bu Conference proceedi

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,Deducing Matching Strings for?Real-World Regular Expressions,is insufficient. For example, existing works lack support for some important features such as lookbehind, are not resilient to subtle semantic differences (such as partial/full matching), fall short of Unicode support, leading to loss of test coverage or missed bugs. To address these challenges, in

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,String Constraints with?Regex-Counting and?String-Length Solved More Efficiently,ic, which the off-the-shelf SMT solvers can then solve. To improve the performance further, we also propose techniques to reduce the sizes of automata. We implement the algorithms and validate our approach on 48,843 benchmark instances. The experimental results show that our approach can solve more

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,Reachability Based Uniform Controllability to?Target Set with?Evolution Function,It is worth noting that both of the heuristic algorithms may suffer from the risk of local optima. To avoid the potential dilemma, we additionally propose a reference trajectory based algorithm for further improvement. Finally, we use some benchmarks with comparisons to show the efficiency of our ap

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,Graph-Based Log Anomaly Detection via?Adversarial Training,eriority of our proposed method over baseline approaches in real-world datasets. Supplementary experiments further validate the effectiveness of our model in handling imbalanced log data and augmenting model robustness.

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