Dynamic Graph Anomaly Detection on Tmall (80% train)
76.89Macro-F1ASTDP-GAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ASTDP-GADMethod Category=Dynamic Graph Anomaly Detection, Minibatch support=true2026.04 | 76.89 | 75.12 | |
| ChronoSpikeMethod Category=Spiking Graph Networks, Minibatch support=true2026.04 | 64.74 | 62.73 | |
| Delay-DSGMethod Category=Spiking Graph Networks, Minibatch support=true2026.04 | 64.02 | 62.01 | |
| DSGADMethod Category=Dynamic Graph Anomaly Detection, Minibatch support=true2026.04 | 63.12 | 61.08 | |
| SLADEMethod Category=Dynamic Graph Anomaly Detection, Minibatch support=true2026.04 | 62.76 | 60.71 | |
| SpikeNetMethod Category=Spiking Graph Networks, Minibatch support=true2026.04 | 62.4 | 60.31 | |
| TADDYMethod Category=Dynamic Graph Anomaly Detection, Minibatch support=true2026.04 | 61.93 | 59.86 | |
| Dy-SIGNMethod Category=Spiking Graph Networks, Minibatch support=true2026.04 | 61.89 | 59.84 | |
| M2DNEMethod Category=Dynamic Graph Neural Networks (Non-Spiking), Minibatch support=false2026.04 | 58.47 | 55.89 | |
| GeneralDyGMethod Category=Dynamic Graph Neural Networks (Non-Spiking), Minibatch support=true2026.04 | 58.01 | 55.78 | |
| EvolveGCNMethod Category=Dynamic Graph Neural Networks (Non-Spiking), Minibatch support=true2026.04 | 55.78 | 53.29 | |
| HTNEMethod Category=Dynamic Graph Neural Networks (Non-Spiking), Minibatch support=false2026.04 | 54.93 | 52.67 | |
| DyTriadMethod Category=Dynamic Graph Neural Networks (Non-Spiking), Minibatch support=false2026.04 | 51.16 | 48.73 | |
| MPNN-LSTMMethod Category=Dynamic Graph Neural Networks (Non-Spiking), Minibatch support=true2026.04 | 50.27 | 48.06 |