Negative temporal attribution on EEG
0.26Δŷc (2%)TimeSliver
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TimeSliver2026.01 | 0.26 | 0.26 | |
| Integrated Gradient2026.01 | 0.16 | 0.17 | |
| TimeX++2026.01 | 0.12 | 0.11 | |
| DeepLift2026.01 | 0.11 | 0.16 | |
| KernelShap2026.01 | 0.06 | 0.03 | |
| Attention Tracing2026.01 | 0.06 | -0.06 | |
| Grad-SAM2026.01 | 0.06 | 0 | |
| LIME2026.01 | 0.05 | 0.06 | |
| COLOR2026.01 | 0.05 | 0.03 | |
| Grad-CAM2026.01 | 0.04 | 0.01 | |
| DeepLiftShap2026.01 | 0.03 | 0.07 | |
| GradSHAP2026.01 | 0 | -0.02 | |
| Random2026.01 | -0.11 | -0.15 |