Adversarial Detection on NI
0.7Online FARILID
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ILIDSubsample Length=120, Threshold=0.894, Base Model=TimeGPT2025.12 | 0.7 | 0.7 | 0.7 | — | |
| ILIDBackbone=TimeLLM, Length=180, Threshold=0.9082025.12 | 0.9 | 1 | 3.5 | — | |
| ILIDSubsample Size=64, Attack Type=sparse, Threshold=0.7942025.12 | 1 | 1 | 5.8 | — | |
| ILID (on TimesFM)Length=85, Threshold=0.913, Evaluation Mode=Online2025.12 | 1 | — | — | 3.9 | |
| ILIDSubsample Size=64, Attack Type=normal, Threshold=0.7942025.12 | 1.9 | 1 | 5.8 | — | |
| ILIDSubsample Length=160, Threshold=0.856, Base Model=TimeGPT2025.12 | 2.2 | 0.7 | 5.2 | — | |
| ILIDSubsample Length=240, Threshold=0.924, Base Model=TimeGPT2025.12 | 4.5 | 0.7 | 4.5 | — | |
| ILID (on TimesFM)Length=85, Threshold=0.913, Evaluation Mode=Offline2025.12 | — | — | — | 1 |