Time Series Attribution on FreqSum synthetic (test)
0.94AUPRCTimeSliver
Evaluation results
| Method | Links | |
|---|---|---|
| TimeSliver2026.01 | 0.94 | |
| Grad-SAM2026.01 | 0.67 | |
| Grad-CAM2026.01 | 0.64 | |
| DeepLift2026.01 | 0.61 | |
| DeepLiftShap2026.01 | 0.61 | |
| Integrated Gradient2026.01 | 0.59 | |
| TimeX++2026.01 | 0.59 | |
| GradientSHAP2026.01 | 0.54 | |
| COLOR2026.01 | 0.53 | |
| KernelShap2026.01 | 0.37 | |
| LIME2026.01 | 0.36 | |
| Random2026.01 | 0.35 | |
| Attention Tracing2026.01 | 0.35 |