Dynamic Graph Anomaly Detection on DBLP (train)
85.34Macro-F1ASTDP-GAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ASTDP-GADMethod Category=Dynamic Graph Anomaly Detection, Minibatch support=true2026.04 | 85.34 | 83.91 | |
| ChronoSpikeMethod Category=Spiking Graph Networks, Minibatch support=true2026.04 | 79.13 | 77.58 | |
| DSGADMethod Category=Dynamic Graph Anomaly Detection, Minibatch support=true2026.04 | 76.89 | 75.21 | |
| Delay-DSGMethod Category=Spiking Graph Networks, Minibatch support=true2026.04 | 76.54 | 74.86 | |
| SLADEMethod Category=Dynamic Graph Anomaly Detection, Minibatch support=true2026.04 | 76.34 | 74.65 | |
| TADDYMethod Category=Dynamic Graph Anomaly Detection, Minibatch support=true2026.04 | 75.12 | 73.41 | |
| Dy-SIGNMethod Category=Spiking Graph Networks, Minibatch support=true2026.04 | 74.67 | 72.92 | |
| SpikeNetMethod Category=Spiking Graph Networks, Minibatch support=true2026.04 | 74.65 | 72.89 | |
| GeneralDyGMethod Category=Dynamic Graph Neural Networks (Non-Spiking), Minibatch support=true2026.04 | 72.15 | 70.28 | |
| EvolveGCNMethod Category=Dynamic Graph Neural Networks (Non-Spiking), Minibatch support=true2026.04 | 71.2 | 69.14 | |
| M2DNEMethod Category=Dynamic Graph Neural Networks (Non-Spiking), Minibatch support=false2026.04 | 69.75 | 67.52 | |
| HTNEMethod Category=Dynamic Graph Neural Networks (Non-Spiking), Minibatch support=false2026.04 | 68.36 | 66.18 | |
| DyTriadMethod Category=Dynamic Graph Neural Networks (Non-Spiking), Minibatch support=false2026.04 | 66.42 | 64.18 | |
| MPNN-LSTMMethod Category=Dynamic Graph Neural Networks (Non-Spiking), Minibatch support=true2026.04 | 65.05 | 62.89 |