Time Series Classification on Heartbeat
95.1AccuracyPeri-midFormer
Evaluation results
| Method | Links | |
|---|---|---|
| Peri-midFormer2024.11 | 95.1 | |
| Chimera2026.03 | 81.3 | |
| Informer2026.03 | 80.5 | |
| WaveFormer2026.02 | 78.4 | |
| LrcSSMArchitecture=AAAAAA, Supervision=L_final2026.05 | 78.33 | |
| LongformerMethod Category=Transformer2022.02 | 78 | |
| TimesNet2024.11 | 78 | |
| TARNet2023.11 | 78 | |
| TimesNet2026.03 | 78 | |
| VI 2D Mamba2026.03 | 78 | |
| TimesNet2025.02 | 78 | |
| ConvTran2026.02 | 77.8 | |
| LrcSSM (ABCDEF)Architecture=LrcSSM, Configuration=ABCDEF, Supervision Strategy=L^final2026.05 | 77.67 | |
| FlowformerMethod Category=Transformer2022.02 | 77.6 | |
| Flowformer2024.11 | 77.6 | |
| Flowformer2026.03 | 77.6 | |
| TSLANet2024.11 | 77.5 | |
| GTM2025.02 | 77.5 | |
| GPT4TS2024.11 | 77.2 | |
| MTCN2026.03 | 77.2 | |
| GPT4TS2025.02 | 77.2 | |
| ReformerMethod Category=Transformer2022.02 | 77.1 | |
| SoftMethod Category=Transformer2022.02 | 77.1 | |
| Reformer2024.11 | 77.1 | |
| LSTNet2026.03 | 77.1 | |
| Reformer2026.03 | 77.1 | |
| LrcSSMArchitecture=ABABAB, Supervision=L_block2026.05 | 77 | |
| LrcSSMArchitecture=ABCABC, Supervision=L_block2026.05 | 76.67 | |
| Linear TransformerMethod Category=Transformer2022.02 | 76.6 | |
| YOSO-EMethod Category=Transformer2022.02 | 76.5 | |
| Looped S5 (ABABAB)Architecture=S5, Configuration=ABABAB, Supervision Strategy=L^final2026.05 | 76.45 | |
| LrcSSMArchitecture=ABABAB, Supervision=L_final2026.05 | 76.33 | |
| Looped S5 (AAAAAA)Architecture=S5, Configuration=AAAAAA, Supervision Strategy=L^final2026.05 | 76.13 | |
| Looped LRU (ABABAB)Architecture=LRU, Configuration=ABABAB, Supervision Strategy=L^block2026.05 | 76.13 | |
| S5Architecture=ABCABC, Supervision=L_final2026.05 | 76.13 | |
| TransformerMethod Category=Transformer2022.02 | 76.1 | |
| Transformer2024.11 | 76.1 | |
| Looped LrcSSM (AAAAAA)Architecture=LrcSSM, Configuration=AAAAAA, Supervision Strategy=L^block2026.05 | 76 | |
| Looped LrcSSM (ABCABC)Architecture=LrcSSM, Configuration=ABCABC, Supervision Strategy=L^final2026.05 | 76 | |
| Looped S5 (ABABAB)Architecture=S5, Configuration=ABABAB, Supervision Strategy=L^block2026.05 | 75.81 | |
| Looped S5 (ABCABC)Architecture=S5, Configuration=ABCABC, Supervision Strategy=L^final2026.05 | 75.81 | |
| Looped S5 (ABCABC)Architecture=S5, Configuration=ABCABC, Supervision Strategy=L^block2026.05 | 75.81 | |
| Looped LRU (ABABAB)Architecture=LRU, Configuration=ABABAB, Supervision Strategy=L^final2026.05 | 75.81 | |
| Looped S5 (AAAAAA)Architecture=S5, Configuration=AAAAAA, Supervision Strategy=L^block2026.05 | 75.8 | |
| PatchTST2024.11 | 75.7 | |
| Looped LrcSSM (ABABAB)Architecture=LrcSSM, Configuration=ABABAB, Supervision Strategy=L^final2026.05 | 75.67 | |
| LrcSSMArchitecture=AAAAAA, Supervision=L_block2026.05 | 75.67 | |
| LrcSSMArchitecture=ABCABC, Supervision=L_final2026.05 | 75.67 | |
| RocketMethod Category=Classical Methods2022.02 | 75.6 | |
| Unsupervised TCNMethod Category=TCN2022.02 | 75.6 | |
| PerformerMethod Category=Transformer2022.02 | 75.6 | |
| cosFormerMethod Category=Transformer2022.02 | 75.6 | |
| Rocket2024.11 | 75.6 | |
| TCN2024.11 | 75.6 | |
| Pyraformer2024.11 | 75.6 | |
| Pyraformer2026.03 | 75.6 | |
| iTransformer2025.02 | 75.6 | |
| LRU (ABCDEF)Architecture=LRU, Configuration=ABCDEF, Supervision Strategy=L^final2026.05 | 75.48 | |
| Looped LrcSSM (ABABAB)Architecture=LrcSSM, Configuration=ABABAB, Supervision Strategy=L^block2026.05 | 75.33 | |
| Looped LrcSSM (ABCABC)Architecture=LrcSSM, Configuration=ABCABC, Supervision Strategy=L^block2026.05 | 75.33 | |
| Looped LRU (ABCABC)Architecture=LRU, Configuration=ABCABC, Supervision Strategy=L^final2026.05 | 75.16 | |
| Looped LRU (ABCABC)Architecture=LRU, Configuration=ABCABC, Supervision Strategy=L^block2026.05 | 75.16 | |
| S5Architecture=AAAAAA, Supervision=L_final2026.05 | 75.16 | |
| DLinear2024.11 | 75.1 | |
| LightTS2024.11 | 75.1 | |
| DLinear2026.03 | 75.1 | |
| LightTS2026.03 | 75.1 | |
| LETBackbone=Qwen-0.5B, Alignment depth=6, Teacher Model=TimesNet2026.02 | 75 | |
| Looped LrcSSM (AAAAAA)Architecture=LrcSSM, Configuration=AAAAAA, Supervision Strategy=L^final2026.05 | 75 | |
| PatchTST2026.03 | 74.9 | |
| LrcSSMArchitecture=ABCDEF, Supervision=L_final2026.05 | 74.67 | |
| Autoformer2024.11 | 74.6 | |
| Autoformer2026.03 | 74.6 | |
| S5 (ABCDEF)Architecture=S5, Configuration=ABCDEF, Supervision Strategy=L^final2026.05 | 74.19 | |
| S5Architecture=ABCDEF, Supervision=L_final2026.05 | 74.19 | |
| AarenArchitecture=Aaren2024.05 | 74.15 | |
| TransformerArchitecture=Transformer2024.05 | 74.05 | |
| TST2023.11 | 74 | |
| SimMTM2023.11 | 74 | |
| LPTM2023.11 | 74 | |
| Looped LRU (AAAAAA)Architecture=LRU, Configuration=AAAAAA, Supervision Strategy=L^block2026.05 | 73.87 | |
| S5Architecture=ABABAB, Supervision=L_block2026.05 | 73.87 | |
| S5Architecture=ABCABC, Supervision=L_block2026.05 | 73.87 | |
| LinOSSArchitecture=ABABAB, Supervision=L_block2026.05 | 73.87 | |
| Non-stationary Transformer2024.11 | 73.7 | |
| FEDformer2024.11 | 73.7 | |
| Stationary2026.03 | 73.7 | |
| FEDformer2026.03 | 73.7 | |
| S5Architecture=ABABAB, Supervision=L_final2026.05 | 73.55 | |
| LinOSSArchitecture=ABCABC, Supervision=L_final2026.05 | 73.55 | |
| Looped LinOSS (ABCABC)Architecture=LinOSS, Configuration=ABCABC, Supervision Strategy=L^block2026.05 | 73.23 | |
| LinOSSArchitecture=AAAAAA, Supervision=L_final2026.05 | 73.23 | |
| XGBoostMethod Category=Classical Methods2022.02 | 73.2 | |
| Looped LRU (AAAAAA)Architecture=LRU, Configuration=AAAAAA, Supervision Strategy=L^final2026.05 | 72.9 | |
| S5Architecture=AAAAAA, Supervision=L_block2026.05 | 72.9 | |
| LRUArchitecture=AAAAAA, Supervision=L_block2026.05 | 72.9 | |
| LRUArchitecture=ABCABC, Supervision=L_final2026.05 | 72.9 | |
| LSSL2026.03 | 72.7 | |
| LRUArchitecture=AAAAAA, Supervision=L_final2026.05 | 72.58 | |
| LinOSSArchitecture=ABABAB, Supervision=L_final2026.05 | 72.58 |