Continual Anomaly Detection on Finance field tabular datasets
74.75Balanced AccuracyTaskFusion
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TaskFusionReplay=DD, OE=true, WT=true, CT=true2026.06 | 74.75 | 55.1 | 82.41 | |
| AGF+OE+CT+DDReplay=DD, OE=true, CT=true2026.06 | 73.1 | 53.85 | 82.02 | |
| AGF+OE+DDReplay=DD, OE=true2026.06 | 72.93 | 52.6 | 82.14 | |
| AGF+OE+WT+DDReplay=DD, OE=true, WT=true2026.06 | 72.68 | 53.85 | 81.34 | |
| Multitask2026.06 | 71.01 | 55.85 | 82.3 | |
| Tasks w/o CL2026.06 | 70.92 | 54.56 | 81.78 | |
| AGF+DDReplay=DD2026.06 | 69.09 | 51.98 | 81.35 | |
| AGF+RSReplay=RS2026.06 | 67.82 | 46.14 | 74.47 | |
| EDSR2026.06 | 58.43 | 40.71 | 72.83 | |
| CaSSLe2026.06 | 56.57 | 35.91 | 68.69 | |
| Finetune2026.06 | 51.92 | 35.84 | 53.47 |