Log-based Anomaly Detection on OpenStack to HDFS
100PrecisionLogRobust
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LogRobustConfig ID=a22025.11 | 100 | 62.3 | 76.77 | |
| MetaLogConfig ID=d32025.11 | 100 | 18.35 | 31.01 | |
| MetaLogConfig ID=d22025.11 | 97.46 | 19.21 | 32.09 | |
| MetaLogConfig ID=d12025.11 | 96.67 | 62.42 | 75.86 | |
| PLELogConfig ID=b12025.11 | 96.3 | 83.81 | 89.62 | |
| FusionLogmode=Zero-shot transfer2025.11 | 91.78 | 93.75 | 92.76 | |
| RAGLogConfig ID=g1, RAG Knowledge Base=10% labeled logs from target system2025.11 | 85.33 | 97.65 | 91.08 | |
| LogRobustConfig ID=b22025.11 | 82.54 | 99.2 | 90.11 | |
| LogTransferConfig ID=c22025.11 | 73.87 | 62.3 | 67.59 | |
| LogDLRConfig ID=c32025.11 | 73.65 | 69.8 | 71.67 | |
| LogTADConfig ID=c12025.11 | 71.89 | 65.51 | 68.55 | |
| FreeLogConfig ID=f52025.11 | 71.34 | 79.09 | 75.02 | |
| PLELogConfig ID=a12025.11 | 65.86 | 71.11 | 68.38 | |
| DeepLogConfig ID=e12025.11 | 53.96 | 34.07 | 41.77 | |
| RAGLogConfig ID=g2, RAG Knowledge Base=None2025.11 | 49.5 | 100 | 66.22 | |
| PLELogConfig ID=f12025.11 | 4.33 | 53.47 | 8.01 | |
| NeuralLogConfig ID=f32025.11 | 3.33 | 42.99 | 6.17 | |
| MetaLogConfig ID=f42025.11 | 2.9 | 80.92 | 5.61 | |
| LogRobustConfig ID=f22025.11 | 0.63 | 60.81 | 1.25 |