Anomaly Detection on BGL, Thunderbird, Hadoop, and OpenStack (test)
74.2PR-AUCLogSynthFSM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LogSynthFSMType=Ours2026.05 | 74.2 | 8.7 | |
| GraphMasterType=LLM-Syn2026.05 | 70.1 | 10.3 | |
| Mixed-LLMType=LLM-Syn2026.05 | 68.4 | 11 | |
| Synthesis-LLMType=LLM-Syn2026.05 | 67.7 | 11.2 | |
| GAGType=LLM-Syn2026.05 | 67.1 | 11.5 | |
| GraphEditType=LLM-Aug2026.05 | 65.5 | 12.1 | |
| LLM4RGNNType=LLM-Aug2026.05 | 64.1 | 12.6 | |
| GraphAdasynType=Classic-Syn2026.05 | 63.6 | 12.7 | |
| FG-SMOTEType=Classic-Syn2026.05 | 63.1 | 12.9 | |
| GraphSMOTEType=Classic-Syn2026.05 | 62.8 | 13 | |
| GAugOType=Classic-Aug2026.05 | 62.3 | 13.2 | |
| LLM4NGType=LLM-Syn2026.05 | 62.2 | 12.9 | |
| G-MixupType=Classic-Syn2026.05 | 61.9 | 13.4 | |
| Original ModelType=Original2026.05 | 61.2 | 13.8 | |
| AGMixupType=Classic-Syn2026.05 | 60.3 | 14.1 | |
| IntraMixType=Classic-Syn2026.05 | 57.9 | 14.6 |