Predictive process monitoring on Traffic fines (temporal split)
68.44AccuracyTwo-Stage-L
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Two-Stage-LEvaluation protocol=Temporal split, Seeds=5, Architecture=LSTM-based with weighted axiom loss and rule pruning2026.03 | 68.44 | 68.2 | |
| Two-Stage-TEvaluation protocol=Temporal split, Seeds=5, Architecture=Transformer-based with weighted axiom loss and rule pruning2026.03 | 67.94 | 67.72 | |
| TRFEvaluation protocol=Temporal split, Seeds=5, Architecture=Transformer (2 attention heads, hidden 128)2026.03 | 67.81 | 67.34 | |
| LSTMEvaluation protocol=Temporal split, Seeds=5, Architecture=LSTM (2 layers, hidden 128)2026.03 | 67.34 | 66.93 |