RIOLU automatically learns column patterns and detects pattern-violating anomalies without labels or manual parameters, reporting a 97.2% profiling F1 and beating FlashProfile and ChatGPT on four of five anomaly-detection datasets.
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Automated, Unsupervised, and Auto-parameterized Inference of Data Patterns and Anomaly Detection
RIOLU automatically learns column patterns and detects pattern-violating anomalies without labels or manual parameters, reporting a 97.2% profiling F1 and beating FlashProfile and ChatGPT on four of five anomaly-detection datasets.