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26,098 papers · page 63 of 1,305

LogAction: Consistent Cross-system Anomaly Detection through Logs via Active Domain Adaptation

Chiming Duan, Minghua He, Pei Xiao, Tong Jia, Xin Zhang, Zhewei Zhong, Xiang Luo, Yan Niu + 6 more

Log-based anomaly detection is a essential task for ensuring the reliability and performance of software systems. However, the performance of existing anomaly detection methods heavily relies on labeling, while labeling a large volume of logs is highly challenging. To address thi…

LLM-Guided Genetic Improvement: Envisioning Semantic Aware Automated Software Evolution

Karine Even-Mendoza, Alexander E. I. Brownlee, Alina Geiger, Carol Hanna, Justyna Petke, Federica Sarro, Dominik Sobania

Genetic Improvement (GI) of software automatically creates alternative software versions that are improved according to certain properties of interests (e.g., running-time). Search-based GI excels at navigating large program spaces, but operates primarily at the syntactic level. …