Novelty Detection on LSST Scenario 4 v1 (test)
70.7AUROCNeural SDDE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Neural SDDEtau=32025.08 | 70.7 | 93.2 | |
| ODE-RNN2025.08 | 61.6 | 90.1 | |
| BiLSTM2025.08 | 61.1 | 90.5 | |
| LSTM2025.08 | 60.6 | 90.3 | |
| GRU2025.08 | 59.2 | 90 | |
| GRU-Δt2025.08 | 59.1 | 89.5 | |
| TGLSTM2025.08 | 58.9 | 89.7 | |
| ODE-LSTM2025.08 | 58.3 | 89 | |
| GRU-D2025.08 | 57.5 | 88.9 | |
| Neural LSDE2025.08 | 54.2 | 87.7 | |
| Neural SDE2025.08 | 53.4 | 87.1 | |
| PLSTM2025.08 | 52.9 | 87.8 | |
| Neural RDE2025.08 | 52.9 | 86.3 | |
| TLSTM2025.08 | 52.8 | 87.1 | |
| GRU-Simple2025.08 | 52.5 | 87.2 | |
| SDE-Delay-Nettau=32025.08 | 52.1 | 86.6 | |
| Neural DDEtau=32025.08 | 52 | 86.6 | |
| Neural ODE2025.08 | 51.2 | 86.5 | |
| RNN2025.08 | 50.3 | 86.7 | |
| Neural CDE2025.08 | 48.3 | 85.5 | |
| GRU-ODE2025.08 | 47.2 | 84.3 |