Anomaly Detection on BGL, Thunderbird, Hadoop, and OpenStack rare-event slice (test)
51.1Rare PR-AUCLogSynthFSM
Evaluation results
| Method | Links | |
|---|---|---|
| LogSynthFSMType=Ours2026.05 | 51.1 | |
| GraphMasterType=LLM-Syn2026.05 | 43.8 | |
| Mixed-LLMType=LLM-Syn2026.05 | 41.6 | |
| Synthesis-LLMType=LLM-Syn2026.05 | 40.9 | |
| GAGType=LLM-Syn2026.05 | 40.1 | |
| GraphEditType=LLM-Aug2026.05 | 38.2 | |
| LLM4RGNNType=LLM-Aug2026.05 | 36.9 | |
| GraphAdasynType=Classic-Syn2026.05 | 36.3 | |
| FG-SMOTEType=Classic-Syn2026.05 | 35.9 | |
| GraphSMOTEType=Classic-Syn2026.05 | 35.6 | |
| GAugOType=Classic-Aug2026.05 | 34.8 | |
| G-MixupType=Classic-Syn2026.05 | 34.2 | |
| LLM4NGType=LLM-Syn2026.05 | 33.4 | |
| Original ModelType=Original2026.05 | 33.1 | |
| AGMixupType=Classic-Syn2026.05 | 32.8 | |
| IntraMixType=Classic-Syn2026.05 | 30.1 |