Negative temporal attribution on FordA
-0.1Δŷc (2%)Grad-SAM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Grad-SAM2026.01 | -0.1 | -0.05 | |
| LIME2026.01 | -0.08 | -0.1 | |
| GradSHAP2026.01 | -0.05 | -0.04 | |
| Attention Tracing2026.01 | -0.05 | -0.11 | |
| Random2026.01 | -0.04 | -0.08 | |
| KernelShap2026.01 | -0.04 | -0.13 | |
| COLOR2026.01 | -0.04 | -0.08 | |
| Grad-CAM2026.01 | -0.03 | -0.09 | |
| TimeX++2026.01 | -0.01 | -0.05 | |
| DeepLift2026.01 | 0 | 0.02 | |
| DeepLiftShap2026.01 | 0 | 0 | |
| LIMESegment2026.01 | 0.02 | 0.02 | |
| Integrated Gradient2026.01 | 0.02 | 0.02 | |
| TimeSliver2026.01 | 0.02 | 0.02 |