Dynamic Graph Anomaly Detection on Patent (train)
92.58Macro-F1ASTDP-GAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ASTDP-GADMethod Category=Dynamic Graph Anomaly Detection, Minibatch support=true2026.04 | 92.58 | 90.73 | |
| ChronoSpikeMethod Category=Spiking Graph Networks, Minibatch support=true2026.04 | 86.09 | 85.18 | |
| DSGADMethod Category=Dynamic Graph Anomaly Detection, Minibatch support=true2026.04 | 84.95 | 82.82 | |
| SLADEMethod Category=Dynamic Graph Anomaly Detection, Minibatch support=true2026.04 | 84.62 | 83.48 | |
| Delay-DSGMethod Category=Spiking Graph Networks, Minibatch support=true2026.04 | 84.2 | 83.12 | |
| TADDYMethod Category=Dynamic Graph Anomaly Detection, Minibatch support=true2026.04 | 84.01 | 82.85 | |
| Dy-SIGNMethod Category=Spiking Graph Networks, Minibatch support=true2026.04 | 83.91 | 82.81 | |
| SpikeNetMethod Category=Spiking Graph Networks, Minibatch support=true2026.04 | 83.9 | 82.79 | |
| GeneralDyGMethod Category=Dynamic Graph Neural Networks (Non-Spiking), Minibatch support=true2026.04 | 81.57 | 80.34 | |
| EvolveGCNMethod Category=Dynamic Graph Neural Networks (Non-Spiking), Minibatch support=true2026.04 | 78.45 | 76.32 | |
| M2DNEMethod Category=Dynamic Graph Neural Networks (Non-Spiking), Minibatch support=false2026.04 | 76.81 | 74.98 | |
| HTNEMethod Category=Dynamic Graph Neural Networks (Non-Spiking), Minibatch support=false2026.04 | 74.23 | 72.45 | |
| MPNN-LSTMMethod Category=Dynamic Graph Neural Networks (Non-Spiking), Minibatch support=true2026.04 | 72.89 | 70.67 | |
| DyTriadMethod Category=Dynamic Graph Neural Networks (Non-Spiking), Minibatch support=false2026.04 | 71.54 | 69.23 |