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Adaptive Log Anomaly Detection through Data--Centric Drift Characterization and Policy-Driven Lifelong Learning

Version 3 (Latest)
October 27, 2025 00:19
Adaptive Log Anomaly Detection through Data--Centric Drift Characterization and Policy-Driven Lifelong Learning
Log-based anomaly detectors degrade over time due to concept drift arising from software updates or workload changes. Existing systems typically react by retraining entire models, leading to catastrophic forgetting and …
Latest Version
Version 2
October 27, 2025 00:15
Adaptive Log Anomaly Detection through Data--Centric Drift Characterization and Policy-Driven Lifelong Learning
Log-based anomaly detectors degrade over time due to concept drift arising from software updates or workload changes. Existing systems typically react by retraining entire models, leading to catastrophic forgetting and …
Version Notes: version2
Version 1
October 19, 2025 05:31
Adaptive Log Anomaly Detection through Data--Centric Drift Characterization and Policy-Driven Lifelong Learning
Log-based anomaly detectors degrade over time due to concept drift arising from software updates or workload changes. Existing systems typically react by retraining entire models, leading to catastrophic forgetting and …