Time Series Classification on LSST Scenario 2 v1 (test)
64.4AccuracyNeural SDDE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Neural SDDEtau=32025.08 | 64.4 | 63.1 | |
| GRU-Δt2025.08 | 50.3 | 47.2 | |
| GRU-D2025.08 | 50.1 | 47 | |
| GRU-ODE2025.08 | 47.1 | 40.7 | |
| ODE-RNN2025.08 | 45.6 | 44.4 | |
| Neural LSDE2025.08 | 39.6 | 31.5 | |
| Neural ODE2025.08 | 38.9 | 30.1 | |
| Neural DDEtau=32025.08 | 38.8 | 30.9 | |
| SDE-Delay-Nettau=32025.08 | 38.8 | 31.7 | |
| Neural SDE2025.08 | 38.7 | 31.8 | |
| Neural CDE2025.08 | 36.7 | 24 | |
| ODE-LSTM2025.08 | 33.3 | 21.6 | |
| RNN2025.08 | 32.2 | 16.2 | |
| Neural RDE2025.08 | 31.6 | 15.3 | |
| TGLSTM2025.08 | 21.3 | 19.8 | |
| GRU-Simple2025.08 | 16.5 | 10.5 | |
| BiLSTM2025.08 | 16.3 | 12.3 | |
| PLSTM2025.08 | 15.5 | 10.9 | |
| GRU2025.08 | 15.3 | 8.1 | |
| LSTM2025.08 | 14.6 | 12.9 | |
| TLSTM2025.08 | 13.6 | 7.2 |