Time Series Classification on LSST Scenario 3 v1 (test)
65.6AccuracyNeural SDDE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Neural SDDEtau=32025.08 | 65.6 | 62.6 | |
| ODE-RNN2025.08 | 54.2 | 50.6 | |
| GRU-D2025.08 | 52.2 | 48.9 | |
| GRU-Δt2025.08 | 52 | 48.4 | |
| GRU2025.08 | 50.9 | 44.8 | |
| LSTM2025.08 | 47.6 | 40.1 | |
| TGLSTM2025.08 | 45.3 | 37.5 | |
| BiLSTM2025.08 | 44.5 | 35.8 | |
| GRU-ODE2025.08 | 43.4 | 35.2 | |
| PLSTM2025.08 | 42.6 | 33.5 | |
| Neural LSDE2025.08 | 39.8 | 31.1 | |
| Neural ODE2025.08 | 39.4 | 30.6 | |
| SDE-Delay-Nettau=32025.08 | 39.4 | 32.3 | |
| Neural SDE2025.08 | 39 | 31.2 | |
| Neural DDEtau=32025.08 | 38.7 | 30.4 | |
| ODE-LSTM2025.08 | 37.3 | 25 | |
| Neural CDE2025.08 | 37.2 | 24.4 | |
| RNN2025.08 | 34.4 | 19.6 | |
| TLSTM2025.08 | 33.2 | 19.8 | |
| GRU-Simple2025.08 | 32.9 | 17.8 | |
| Neural RDE2025.08 | 31.6 | 15.3 |