Time Series Classification on SelfRegulationSCP1
93.7AccuracyChimera
Evaluation results
| Method | Links | |
|---|---|---|
| Chimera2026.03 | 93.7 | |
| MTCN2026.03 | 93.4 | |
| GPT4TS2025.02 | 93.2 | |
| Linear TransformerMethod Category=Transformer2022.02 | 92.5 | |
| FlowformerMethod Category=Transformer2022.02 | 92.5 | |
| Flowformer2026.03 | 92.5 | |
| GTM2025.02 | 92.5 | |
| TransformerMethod Category=Transformer2022.02 | 92.2 | |
| VI 2D Mamba2026.03 | 92.2 | |
| cosFormerMethod Category=Transformer2022.02 | 91.8 | |
| WaveFormer2026.02 | 91.8 | |
| ConvTran2026.02 | 91.8 | |
| TimesNet2026.03 | 91.8 | |
| TimesNet2025.02 | 91.8 | |
| PerformerMethod Category=Transformer2022.02 | 91.5 | |
| YOSO-EMethod Category=Transformer2022.02 | 91.1 | |
| SoftMethod Category=Transformer2022.02 | 91.1 | |
| RocketMethod Category=Classical Methods2022.02 | 90.8 | |
| LSSL2026.03 | 90.8 | |
| PatchTST2026.03 | 90.7 | |
| ReformerMethod Category=Transformer2022.02 | 90.4 | |
| Reformer2026.03 | 90.4 | |
| iTransformer2025.02 | 90.2 | |
| S5Architecture=ABCDEF, Supervision=L_final2026.05 | 90.12 | |
| LongformerMethod Category=Transformer2022.02 | 90.1 | |
| Informer2026.03 | 90.1 | |
| S52026.02 | 89.9 | |
| LightTS2026.03 | 89.8 | |
| S5Architecture=ABABAB, Supervision=L_final2026.05 | 89.65 | |
| ETSformer2026.03 | 89.6 | |
| AarenArchitecture=Aaren2024.05 | 89.42 | |
| TabPFNEvaluation Mode=Zero-shot feature extraction, Classifier=Logistic Regression2026.02 | 89.42 | |
| Stationary2026.03 | 89.4 | |
| S5Architecture=S5, Recursion Pattern=ABCDEF, Layer=L_final2026.05 | 88.94 | |
| S5Architecture=AAAAAA, Supervision=L_final2026.05 | 88.94 | |
| TransformerArchitecture=Transformer2024.05 | 88.81 | |
| TabICLEvaluation Mode=Zero-shot feature extraction, Classifier=Logistic Regression2026.02 | 88.74 | |
| S5Architecture=ABABAB, Supervision=L_block2026.05 | 88.71 | |
| FEDformer2026.03 | 88.7 | |
| S5Architecture=S5, Recursion Pattern=ABABAB, Layer=L_final2026.05 | 88.47 | |
| S5Architecture=ABCABC, Supervision=L_final2026.05 | 88.24 | |
| Pyraformer2026.03 | 88.1 | |
| S5Architecture=S5, Recursion Pattern=AAAAAA, Layer=L_final2026.05 | 87.76 | |
| Mantis+Evaluation Mode=Zero-shot feature extraction, Classifier=Logistic Regression2026.02 | 87.37 | |
| DLinear2026.03 | 87.3 | |
| LRUArchitecture=LRU, Recursion Pattern=ABCABC, Layer=L_final2026.05 | 87.29 | |
| S5Architecture=ABCABC, Supervision=L_block2026.05 | 87.29 | |
| PatchTST2026.02 | 87.2 | |
| LRUArchitecture=LRU, Recursion Pattern=ABABAB, Layer=L_final2026.05 | 87.06 | |
| S5Architecture=S5, Recursion Pattern=ABCABC, Layer=L_final2026.05 | 87.06 | |
| LinOSSArchitecture=LinOSS, Recursion Pattern=AAAAAA, Layer=L_final2026.05 | 87.06 | |
| MantisV2Evaluation Mode=Zero-shot feature extraction, Classifier=Logistic Regression2026.02 | 86.69 | |
| IT2026.02 | 86.6 | |
| LRUArchitecture=LRU, Recursion Pattern=ABCDEF, Layer=L_final2026.05 | 86.59 | |
| LinOSSArchitecture=LinOSS, Recursion Pattern=ABCABC, Layer=L_final2026.05 | 86.59 | |
| S5Architecture=AAAAAA, Supervision=L_block2026.05 | 86.59 | |
| TST2026.02 | 86.4 | |
| LRUArchitecture=LRU, Recursion Pattern=AAAAAA, Layer=L_final2026.05 | 86.35 | |
| S5Architecture=S5, Recursion Pattern=AAAAAA, Layer=L_block2026.05 | 86.35 | |
| S5Architecture=S5, Recursion Pattern=ABABAB, Layer=L_block2026.05 | 86.35 | |
| S5Architecture=S5, Recursion Pattern=ABCABC, Layer=L_block2026.05 | 86.35 | |
| LRUArchitecture=ABABAB, Supervision=L_final2026.05 | 86.35 | |
| LrcSSMArchitecture=AAAAAA, Supervision=L_final2026.05 | 86.19 | |
| LinOSSArchitecture=LinOSS, Recursion Pattern=ABABAB, Layer=L_final2026.05 | 86.12 | |
| LinOSSArchitecture=AAAAAA, Supervision=L_block2026.05 | 86.12 | |
| LRUArchitecture=LRU, Recursion Pattern=ABABAB, Layer=L_block2026.05 | 85.88 | |
| LinOSSArchitecture=ABCDEF, Supervision=L_final2026.05 | 85.88 | |
| LrcSSMArchitecture=LrcSSM, Recursion Pattern=AAAAAA, Layer=L_final2026.05 | 85.71 | |
| LrcSSMArchitecture=ABCABC, Supervision=L_final2026.05 | 85.71 | |
| NuTimeEvaluation Mode=Zero-shot feature extraction, Classifier=Logistic Regression2026.02 | 85.67 | |
| LRUArchitecture=ABCDEF, Supervision=L_final2026.05 | 85.65 | |
| LRUArchitecture=AAAAAA, Supervision=L_final2026.05 | 85.65 | |
| LRUArchitecture=ABABAB, Supervision=L_block2026.05 | 85.65 | |
| LETBackbone=Qwen-0.5B, Alignment depth=6, Teacher Model=TimesNet2026.02 | 85.5 | |
| LrcSSMArchitecture=LrcSSM, Recursion Pattern=ABCABC, Layer=L_block2026.05 | 85.48 | |
| LinOSSArchitecture=LinOSS, Recursion Pattern=AAAAAA, Layer=L_block2026.05 | 85.41 | |
| LRUArchitecture=ABCABC, Supervision=L_final2026.05 | 85.41 | |
| LinOSSArchitecture=AAAAAA, Supervision=L_final2026.05 | 85.41 | |
| LRUArchitecture=LRU, Recursion Pattern=AAAAAA, Layer=L_block2026.05 | 85.18 | |
| LinOSSArchitecture=LinOSS, Recursion Pattern=ABCDEF, Layer=L_final2026.05 | 85.18 | |
| LinOSSArchitecture=LinOSS, Recursion Pattern=ABCABC, Layer=L_block2026.05 | 85.18 | |
| LinOSSArchitecture=ABCABC, Supervision=L_final2026.05 | 85.18 | |
| LrcSSMArchitecture=LrcSSM, Recursion Pattern=ABABAB, Layer=L_block2026.05 | 85 | |
| LrcSSMArchitecture=LrcSSM, Recursion Pattern=ABCABC, Layer=L_final2026.05 | 85 | |
| LrcSSMArchitecture=ABCABC, Supervision=L_block2026.05 | 85 | |
| TiRexEvaluation Mode=Zero-shot feature extraction, Classifier=Logistic Regression2026.02 | 84.98 | |
| Chronos2Evaluation Mode=Zero-shot feature extraction, Classifier=Logistic Regression2026.02 | 84.98 | |
| TiViT-HEvaluation Mode=Zero-shot feature extraction, Classifier=Logistic Regression2026.02 | 84.98 | |
| TiConvNextEvaluation Mode=Zero-shot feature extraction, Classifier=Logistic Regression2026.02 | 84.98 | |
| LRUArchitecture=LRU, Recursion Pattern=ABCABC, Layer=L_block2026.05 | 84.94 | |
| LinOSSArchitecture=LinOSS, Recursion Pattern=ABABAB, Layer=L_block2026.05 | 84.94 | |
| LRUArchitecture=AAAAAA, Supervision=L_block2026.05 | 84.94 | |
| LRUArchitecture=ABCABC, Supervision=L_block2026.05 | 84.94 | |
| LrcSSMArchitecture=LrcSSM, Recursion Pattern=ABCDEF, Layer=L_final2026.05 | 84.76 | |
| XGBoostMethod Category=Classical Methods2022.02 | 84.6 | |
| Unsupervised TCNMethod Category=TCN2022.02 | 84.6 | |
| LrcSSMArchitecture=LrcSSM, Recursion Pattern=ABABAB, Layer=L_final2026.05 | 84.52 | |
| LrcSSMArchitecture=ABCDEF, Supervision=L_final2026.05 | 84.52 | |
| LrcSSMArchitecture=AAAAAA, Supervision=L_block2026.05 | 84.52 | |
| LrcSSMArchitecture=ABABAB, Supervision=L_block2026.05 | 84.52 |