Anomaly Detection on SWaT
99.89F1 ScoreKAN
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| KANReference=[9], Number of Params.=22,2602026.03 | 99.89 | 99.89 | 99.9 | — | 99.97 | — | — | — | — | — | — | — | |
| Teacher MLP modelNumber of Params.=87,4502026.03 | 99.53 | 99.42 | 99.64 | — | 99.94 | — | — | — | — | — | — | — | |
| ASTRO2026.05 | 99.02 | 98.31 | 99.75 | — | — | — | — | — | — | — | — | — | |
| FITS2023.07 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | |
| FITS2023.07 | 98.9 | 97.84 | 100 | — | 99.42 | — | — | — | — | — | — | — | |
| GDformerEvaluation Protocol=Point-adjustment2025.01 | 98.02 | 96.28 | 99.82 | — | — | — | — | — | — | — | — | — | |
| multi-modal DNNFeat. (Number of features)=NR, Win. (Window size)=NR, HW (Hardware)=NR, Detection Focus=Multi-modal attacks, PLC-D (Solution deployed on PLC)=No2026.05 | 98 | — | — | — | — | — | — | — | — | — | — | — | |
| LSTM + RF + SVM + KNNFeat. (Number of features)=51, Win. (Window size)=20, HW (Hardware)=Server, Detection Focus=Cyberattack classification, PLC-D (Solution deployed on PLC)=No2026.05 | 97 | — | — | — | 98 | — | — | — | — | — | — | — | |
| MtsCIDEvaluation Protocol=Point-adjustment2025.01 | 96.91 | 94.16 | 99.82 | — | — | — | — | — | — | — | — | — | |
| Pi-TransformerProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 96.82 | 93.84 | 100 | — | — | — | — | — | — | — | — | — | |
| MAAT2025.02 | 96.5 | 93.33 | 100 | — | — | — | — | — | — | — | — | — | |
| SensitiveHUEEvaluation Protocol=Point-adjustment2025.01 | 96.45 | 96.93 | 95.98 | — | — | — | — | — | — | — | — | — | |
| DCdetector2025.02 | 96.42 | 93.12 | 99.96 | — | — | — | — | — | — | — | — | — | |
| Anomaly Trans2025.02 | 96.41 | 93.59 | 99.41 | — | — | — | — | — | — | — | — | — | |
| DCDetectorProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 96.33 | 93.11 | 99.77 | — | — | — | — | — | — | — | — | — | |
| DCdetectorEvaluation Protocol=Point-adjustment2025.01 | 96.33 | 93.11 | 99.77 | — | — | — | — | — | — | — | — | — | |
| Ti-iLSTMFeat. (Number of features)=10, Win. (Window size)=10, HW (Hardware)=PLC-HW, Detection Focus=Logic-layer inconsistencies, PLC-D (Solution deployed on PLC)=Yes2026.05 | 96 | — | — | — | 95 | — | — | — | — | — | — | — | |
| MEMTO2023.12 | 95.83 | 94.18 | 97.54 | — | — | — | — | — | — | — | — | — | |
| MEMTOEvaluation Protocol=Point-adjustment2025.01 | 95.83 | 94.18 | 97.54 | — | — | — | — | — | — | — | — | — | |
| DKD-MLPNumber of Params.=1,6222026.03 | 95.45 | 98.9 | 92.24 | — | 99.49 | — | — | — | — | — | — | — | |
| FeDaL2025.08 | 95.4 | — | — | — | — | — | — | — | — | — | — | — | |
| THOC2025.02 | 95.33 | 93.33 | 98.32 | — | — | — | — | — | — | — | — | — | |
| GTM2025.02 | 94.78 | — | — | — | — | — | — | — | — | — | — | — | |
| TimeMixer++Publication=ICLR 20252026.05 | 94.64 | — | — | — | — | — | — | — | — | — | — | — | |
| ICAD-LLMMethod Category=Task-Specific2025.12 | 94.55 | — | — | — | — | — | — | — | — | — | — | — | |
| OneFitsAllMethod Category=Task-Specific2025.12 | 94.27 | — | — | — | — | — | — | — | — | — | — | — | |
| GPT2(6)layers=62023.02 | 94.23 | — | — | — | — | — | — | — | — | — | — | — | |
| GPT4TS2025.02 | 94.23 | — | — | — | — | — | — | — | — | — | — | — | |
| GPT4TS2025.08 | 94.23 | — | — | — | — | — | — | — | — | — | — | — | |
| GPT4TS2026.03 | 94.23 | 92.2 | 96.34 | — | — | — | — | — | — | — | — | — | |
| AnomalyTransProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 94.22 | 89.1 | 99.28 | — | — | — | — | — | — | — | — | — | |
| AnomalyTransEvaluation Protocol=Point-adjustment2025.01 | 94.22 | 89.1 | 99.28 | — | — | — | — | — | — | — | — | — | |
| GPT4TS2025.12 | 94.2 | 92.2 | 96.3 | — | — | — | — | — | — | — | — | — | |
| i-SDTProtocol=Binary (Normal vs. Attack)2026.03 | 94.2 | 96.7 | 91.8 | — | — | — | — | — | — | — | — | — | |
| Anomaly Transformer2023.07 | 94.07 | — | — | — | — | — | — | — | — | — | — | — | |
| ChimeraYear=ours2024.06 | 94.01 | 92.18 | 95.93 | — | — | 86.69 | — | — | — | — | — | — | |
| Chimera2026.03 | 94.01 | 92.18 | 95.93 | — | — | — | — | — | — | — | — | — | |
| Digital Twin + MLFeat. (Number of features)=NR, Win. (Window size)=NR, HW (Hardware)=GPU, Detection Focus=Anomalies in system behaviour, PLC-D (Solution deployed on PLC)=No2026.05 | 94 | — | — | — | — | — | — | — | — | — | — | — | |
| VI 2D SSM2026.03 | 93.94 | 91.76 | 95.29 | — | — | — | — | — | — | — | — | — | |
| ModernTCNYear=20242024.06 | 93.86 | 91.83 | 95.98 | — | — | 86.62 | — | — | — | — | — | — | |
| ModernTCN2026.03 | 93.86 | 91.83 | 95.98 | — | — | — | — | — | — | — | — | — | |
| MTCN2025.08 | 93.86 | — | — | — | — | — | — | — | — | — | — | — | |
| ModernTCNEvaluation Protocol=Point-adjustment2025.01 | 93.86 | 91.83 | 95.98 | — | — | — | — | — | — | — | — | — | |
| UP2ME2025.02 | 93.85 | — | — | — | — | — | — | — | — | — | — | — | |
| ModernTCN2025.12 | 93.8 | 91.8 | 95.9 | — | — | — | — | — | — | — | — | — | |
| FusAD2025.12 | 93.8 | 92 | 95.6 | — | — | — | — | — | — | — | — | — | |
| TVNet2025.12 | 93.7 | 91.2 | 96.3 | — | — | — | — | — | — | — | — | — | |
| TSINR2025.12 | 93.6 | 99.3 | 72.3 | — | — | — | — | — | — | — | — | — | |
| GDNReference=[69]2026.03 | 93.59 | 98.85 | 91.42 | — | — | — | — | — | — | — | — | — | |
| LightTS2023.07 | 93.33 | — | — | — | — | — | — | — | — | — | — | — | |
| LightTS2023.02 | 93.33 | — | — | — | — | — | — | — | — | — | — | — | |
| LightTSYear=20222024.06 | 93.33 | 91.98 | 94.72 | — | — | 84.23 | — | — | — | — | — | — | |
| LightTS2026.03 | 93.33 | 91.98 | 94.72 | — | — | — | — | — | — | — | — | — | |
| LightTS2025.08 | 93.33 | — | — | — | — | — | — | — | — | — | — | — | |
| LightTS2026.03 | 93.33 | 91.98 | 94.72 | — | — | — | — | — | — | — | — | — | |
| LightTSPublication=AAAI 20222026.05 | 93.33 | — | — | — | — | — | — | — | — | — | — | — | |
| FEDformer2023.02 | 93.19 | — | — | — | — | — | — | — | — | — | — | — | |
| FEDformerYear=20222024.06 | 93.19 | 90.17 | 96.42 | — | — | 84.97 | — | — | — | — | — | — | |
| FEDformer2026.03 | 93.19 | 90.17 | 96.42 | — | — | — | — | — | — | — | — | — | |
| FEDformer2025.02 | 93.19 | — | — | — | — | — | — | — | — | — | — | — | |
| FEDformer_suffix=true2025.08 | 93.19 | — | — | — | — | — | — | — | — | — | — | — | |
| FEDformer2026.03 | 93.19 | 90.17 | 96.42 | — | — | — | — | — | — | — | — | — | |
| FEDformerPublication=ICML 20222026.05 | 93.19 | — | — | — | — | — | — | — | — | — | — | — | |
| MAS4TS2026.02 | 93.14 | — | — | — | — | — | — | — | — | — | — | — | |
| FEDformer2025.12 | 93.1 | 90.1 | 96.4 | — | — | — | — | — | — | — | — | — | |
| TimesNetreproduced=true2023.02 | 93.02 | — | — | — | — | — | — | — | — | — | — | — | |
| TimesNet2025.02 | 93.02 | — | — | — | — | — | — | — | — | — | — | — | |
| TimeNet2026.03 | 93.02 | 90.75 | 95.4 | — | — | — | — | — | — | — | — | — | |
| AutoformerYear=20212026.02 | 92.74 | — | — | — | — | — | — | — | — | — | — | — | |
| Autoformer2023.02 | 92.74 | — | — | — | — | — | — | — | — | — | — | — | |
| AutoformerYear=20212024.06 | 92.74 | 89.85 | 95.81 | — | — | 84.26 | — | — | — | — | — | — | |
| Autoformer2026.03 | 92.74 | 89.85 | 95.81 | — | — | — | — | — | — | — | — | — | |
| Autoformer2025.02 | 92.74 | — | — | — | — | — | — | — | — | — | — | — | |
| Autoformer_suffix=true2025.08 | 92.74 | — | — | — | — | — | — | — | — | — | — | — | |
| Autoformer2026.03 | 92.74 | 89.85 | 95.81 | — | — | — | — | — | — | — | — | — | |
| AutoformerPublication=NeurIPS 20212026.05 | 92.74 | — | — | — | — | — | — | — | — | — | — | — | |
| Autoformer2025.12 | 92.7 | 89.8 | 95.8 | — | — | — | — | — | — | — | — | — | |
| XCTFormer2026.05 | 92.6 | — | — | — | — | — | — | — | — | — | — | — | |
| LGATProtocol=Binary (Normal vs. Attack)2026.03 | 92.5 | 96.1 | 89.1 | — | — | — | — | — | — | — | — | — | |
| Anomaly Transformer2023.12 | 92.39 | 85.85 | 100 | — | — | — | — | — | — | — | — | — | |
| TimesNetMethod Category=Task-Specific2025.12 | 92.37 | — | — | — | — | — | — | — | — | — | — | — | |
| One-for-All2026.03 | 92.2 | 92 | 92.4 | — | — | — | — | — | — | — | — | — | |
| TimesNet (I)Year=20232024.06 | 92.1 | 88.31 | 96.24 | — | — | 85.49 | — | — | — | — | — | — | |
| TimesNetconfig=I2026.03 | 92.1 | 88.31 | 96.24 | — | — | — | — | — | — | — | — | — | |
| Moment2025.08 | 91.9 | — | — | — | — | — | — | — | — | — | — | — | |
| PyraformerYear=2022b2026.02 | 91.78 | — | — | — | — | — | — | — | — | — | — | — | |
| Pyraformer2023.02 | 91.78 | — | — | — | — | — | — | — | — | — | — | — | |
| PyraformerYear=20212024.06 | 91.78 | 87.92 | 96 | — | — | 82.57 | — | — | — | — | — | — | |
| Pyraformer2026.03 | 91.78 | 87.92 | 96 | — | — | — | — | — | — | — | — | — | |
| Pyraformer_suffix=true2025.08 | 91.78 | — | — | — | — | — | — | — | — | — | — | — | |
| PyraformerPublication=ICLR 20222026.05 | 91.78 | — | — | — | — | — | — | — | — | — | — | — | |
| TimesNet2023.07 | 91.74 | — | — | — | — | — | — | — | — | — | — | — | |
| TimesNet (R)Year=20232024.06 | 91.74 | 86.76 | 97.32 | — | — | 86.34 | — | — | — | — | — | — | |
| TimesNetconfig=R2026.03 | 91.74 | 86.76 | 97.32 | — | — | — | — | — | — | — | — | — | |
| TimesNet2025.08 | 91.74 | — | — | — | — | — | — | — | — | — | — | — | |
| TimesNetPublication=ICLR 20232026.05 | 91.74 | — | — | — | — | — | — | — | — | — | — | — | |
| Pyraformer2025.12 | 91.7 | 87.9 | 96 | — | — | — | — | — | — | — | — | — | |
| TimesNet2025.12 | 91.7 | 86.7 | 97.3 | — | — | — | — | — | — | — | — | — | |
| TranADProtocol=Binary (Normal vs. Attack)2026.03 | 91.4 | 95.7 | 87.4 | — | — | — | — | — | — | — | — | — | |
| GTAReference=[70]2026.03 | 91.34 | 94.83 | 88.1 | — | — | — | — | — | — | — | — | — |