Time Series Classification on LSST Scenario 1 v1 (test)
70.6AccuracyNeural SDDE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Neural SDDEtau=32025.08 | 70.6 | 68.4 | |
| GRU2025.08 | 62.2 | 58.4 | |
| ODE-RNN2025.08 | 58.4 | 55.1 | |
| GRU-Δt2025.08 | 55.9 | 51.9 | |
| GRU-D2025.08 | 55 | 51.3 | |
| BiLSTM2025.08 | 53.8 | 47.9 | |
| LSTM2025.08 | 53.5 | 47.6 | |
| TGLSTM2025.08 | 49.9 | 43.9 | |
| GRU-ODE2025.08 | 49.6 | 42.4 | |
| PLSTM2025.08 | 45.7 | 36.9 | |
| ODE-LSTM2025.08 | 40.1 | 28.8 | |
| Neural LSDE2025.08 | 39.5 | 31.3 | |
| Neural ODE2025.08 | 39.4 | 30.2 | |
| Neural DDEtau=32025.08 | 39.2 | 31.2 | |
| SDE-Delay-Nettau=32025.08 | 39.2 | 31.9 | |
| Neural SDE2025.08 | 39 | 31.9 | |
| Neural CDE2025.08 | 38.2 | 25.9 | |
| GRU-Simple2025.08 | 35.6 | 21.8 | |
| TLSTM2025.08 | 33.4 | 21.8 | |
| RNN2025.08 | 32.5 | 16.5 | |
| Neural RDE2025.08 | 31.6 | 15.2 |