Time Series Classification on SelfRegulationSCP2
69.1AccuracyLPTM
Evaluation results
| Method | Links | |
|---|---|---|
| LPTM2023.11 | 69.1 | |
| CRT2023.11 | 62.5 | |
| TARNet2023.11 | 62.2 | |
| SimMTM2023.11 | 61.4 | |
| TimesNet2023.11 | 61.2 | |
| WaveFormer2026.02 | 61.1 | |
| TST2023.11 | 60.4 | |
| MTCN2026.03 | 60.3 | |
| GTM2025.02 | 60 | |
| Chimera2026.03 | 59.9 | |
| Autoformer2023.11 | 59.8 | |
| GPT4TS2025.02 | 59.4 | |
| TS2Vec2023.11 | 59.3 | |
| ConvTran2026.02 | 59.1 | |
| OsciFormer2026.02 | 58.7 | |
| LinOSSArchitecture=LinOSS, Recursion Pattern=ABCABC, Layer=L_final2026.05 | 57.89 | |
| S5Architecture=AAAAAA, Supervision=L_block2026.05 | 57.89 | |
| PatchTST2026.03 | 57.8 | |
| VI 2D Mamba2026.03 | 57.8 | |
| S5Architecture=AAAAAA, Supervision=L_final2026.05 | 57.54 | |
| TS-TCC2023.11 | 57.5 | |
| Stationary2026.03 | 57.2 | |
| TimesNet2026.03 | 57.2 | |
| UNITS-PMT2025.02 | 57.2 | |
| TimesNet2025.02 | 57.2 | |
| LrcSSMArchitecture=ABCDEF, Supervision=L_final2026.05 | 57.14 | |
| LRUArchitecture=LRU, Recursion Pattern=ABABAB, Layer=L_final2026.05 | 56.84 | |
| LRUArchitecture=LRU, Recursion Pattern=ABCABC, Layer=L_final2026.05 | 56.84 | |
| Linear TransformerMethod Category=Transformer2022.02 | 56.7 | |
| ReformerMethod Category=Transformer2022.02 | 56.7 | |
| PerformerMethod Category=Transformer2022.02 | 56.7 | |
| Reformer2026.03 | 56.7 | |
| FETABackbone=DeepSeek R12025.10 | 56.7 | |
| LinOSSArchitecture=LinOSS, Recursion Pattern=ABCDEF, Layer=L_final2026.05 | 56.49 | |
| LRUArchitecture=ABCABC, Supervision=L_block2026.05 | 56.49 | |
| LrcSSMArchitecture=ABCABC, Supervision=L_final2026.05 | 56.43 | |
| Informer2023.11 | 56.2 | |
| LRUArchitecture=LRU, Recursion Pattern=AAAAAA, Layer=L_final2026.05 | 56.14 | |
| S5Architecture=ABCABC, Supervision=L_block2026.05 | 56.14 | |
| LRUArchitecture=AAAAAA, Supervision=L_final2026.05 | 56.14 | |
| FlowformerMethod Category=Transformer2022.02 | 56.1 | |
| Flowformer2026.03 | 56.1 | |
| FETABackbone=Qwen32025.10 | 56.1 | |
| LinOSSArchitecture=ABCABC, Supervision=L_block2026.05 | 55.79 | |
| Unsupervised TCNMethod Category=TCN2022.02 | 55.6 | |
| LongformerMethod Category=Transformer2022.02 | 55.6 | |
| cosFormerMethod Category=Transformer2022.02 | 55.6 | |
| MERIT2025.10 | 55.6 | |
| S5Architecture=S5, Recursion Pattern=ABCABC, Layer=L_final2026.05 | 55.44 | |
| LrcSSMArchitecture=LrcSSM, Recursion Pattern=ABABAB, Layer=L_block2026.05 | 55.36 | |
| PatchTST2026.02 | 55.1 | |
| LRUArchitecture=LRU, Recursion Pattern=ABCDEF, Layer=L_final2026.05 | 55.09 | |
| S5Architecture=S5, Recursion Pattern=ABCDEF, Layer=L_final2026.05 | 55.09 | |
| S5Architecture=S5, Recursion Pattern=ABABAB, Layer=L_final2026.05 | 55.09 | |
| S5Architecture=ABABAB, Supervision=L_final2026.05 | 55.09 | |
| S5Architecture=ABABAB, Supervision=L_block2026.05 | 55.09 | |
| LRUArchitecture=ABCDEF, Supervision=L_final2026.05 | 55.09 | |
| LRUArchitecture=ABABAB, Supervision=L_block2026.05 | 55.09 | |
| LinOSSArchitecture=ABCABC, Supervision=L_final2026.05 | 55.09 | |
| SoftMethod Category=Transformer2022.02 | 55 | |
| NuTimeEvaluation Mode=Zero-shot feature extraction, Classifier=Logistic Regression2026.02 | 55 | |
| ETSformer2026.03 | 55 | |
| LrcSSMArchitecture=LrcSSM, Recursion Pattern=AAAAAA, Layer=L_block2026.05 | 55 | |
| LrcSSMArchitecture=ABABAB, Supervision=L_block2026.05 | 55 | |
| LRUArchitecture=LRU, Recursion Pattern=ABCABC, Layer=L_block2026.05 | 54.74 | |
| S5Architecture=S5, Recursion Pattern=ABCABC, Layer=L_block2026.05 | 54.74 | |
| S5Architecture=ABCDEF, Supervision=L_final2026.05 | 54.74 | |
| S5Architecture=ABCABC, Supervision=L_final2026.05 | 54.74 | |
| LinOSSArchitecture=AAAAAA, Supervision=L_block2026.05 | 54.74 | |
| LrcSSMArchitecture=ABABAB, Supervision=L_final2026.05 | 54.64 | |
| FEDformer2026.03 | 54.4 | |
| iTransformer2025.02 | 54.4 | |
| TimesURL2025.10 | 54.4 | |
| LinOSSArchitecture=LinOSS, Recursion Pattern=ABABAB, Layer=L_block2026.05 | 54.39 | |
| LRUArchitecture=ABCABC, Supervision=L_final2026.05 | 54.39 | |
| LinOSSArchitecture=ABCDEF, Supervision=L_final2026.05 | 54.39 | |
| LinOSSArchitecture=ABABAB, Supervision=L_final2026.05 | 54.39 | |
| LrcSSMArchitecture=LrcSSM, Recursion Pattern=ABABAB, Layer=L_final2026.05 | 54.29 | |
| AarenArchitecture=Aaren2024.05 | 54.22 | |
| LinOSSArchitecture=LinOSS, Recursion Pattern=ABABAB, Layer=L_final2026.05 | 54.04 | |
| LRUArchitecture=AAAAAA, Supervision=L_block2026.05 | 54.04 | |
| DTWMethod Category=Classical Methods2022.02 | 53.9 | |
| TransformerMethod Category=Transformer2022.02 | 53.9 | |
| YOSO-EMethod Category=Transformer2022.02 | 53.9 | |
| LETBackbone=Qwen-0.5B, Alignment depth=6, Teacher Model=TimesNet2026.02 | 53.9 | |
| Mantis+Evaluation Mode=Zero-shot feature extraction, Classifier=Logistic Regression2026.02 | 53.89 | |
| NRDE2026.02 | 53.7 | |
| LogNCDE2026.02 | 53.7 | |
| S5Architecture=S5, Recursion Pattern=AAAAAA, Layer=L_final2026.05 | 53.68 | |
| LRUArchitecture=ABABAB, Supervision=L_final2026.05 | 53.68 | |
| LRUArchitecture=LRU, Recursion Pattern=AAAAAA, Layer=L_block2026.05 | 53.33 | |
| S5Architecture=S5, Recursion Pattern=AAAAAA, Layer=L_block2026.05 | 53.33 | |
| RocketMethod Category=Classical Methods2022.02 | 53.3 | |
| TST2026.02 | 53.3 | |
| Informer2026.03 | 53.3 | |
| Pyraformer2026.03 | 53.3 | |
| TS2Vec2025.10 | 53.3 | |
| LrcSSMArchitecture=LrcSSM, Recursion Pattern=ABCABC, Layer=L_final2026.05 | 53.21 | |
| NCDE2026.02 | 53 | |
| LRUArchitecture=LRU, Recursion Pattern=ABABAB, Layer=L_block2026.05 | 52.98 |