XAI method evaluation on Delayed Spike (test)
256.7CPDAFO
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| AFOBackbone=LSTM, Feature removal count=50, Substitution=forward-fill2025.11 | 256.7 | 189.27 | 240.04 | 165.29 | 7.83 | 2.66 | 12.29 | 4.46 | 0.19 | |
| AFOBackbone=LSTM, Substitution=Forward-fill, Feature removal count=50 points per step2025.11 | 256.7 | 189.27 | 240.04 | 165.29 | 7.83 | 2.66 | 12.29 | 4.46 | 0.19 | |
| DeepLIFTBackbone=LSTM, Feature removal count=50, Substitution=forward-fill2025.11 | 289.95 | 251.3 | 277.38 | 228.97 | 11.47 | 3.69 | 14.85 | 5.11 | 0.58 | |
| DeepLIFTBackbone=LSTM, Substitution=Forward-fill, Feature removal count=50 points per step2025.11 | 289.95 | 251.3 | 277.38 | 228.97 | 11.47 | 3.69 | 14.85 | 5.11 | 0.58 | |
| IGBackbone=LSTM, Feature removal count=50, Substitution=forward-fill2025.11 | 290.74 | 246.74 | 281.63 | 225.76 | 13.14 | 4.3 | 15.78 | 5.59 | 0.46 | |
| IGBackbone=LSTM, Substitution=Forward-fill, Feature removal count=50 points per step2025.11 | 290.74 | 246.74 | 281.63 | 225.76 | 13.14 | 4.3 | 15.78 | 5.59 | 0.46 | |
| SWINGBackbone=LSTM, Feature removal count=50, Substitution=forward-fill2025.11 | 317.95 | 252.16 | 305.09 | 232.5 | 3.35 | 1.13 | 5.7 | 1.85 | 0.44 | |
| SWINGBackbone=LSTM, Substitution=Forward-fill, Feature removal count=50 points per step2025.11 | 317.95 | 252.16 | 305.09 | 232.5 | 3.35 | 1.13 | 5.7 | 1.85 | 0.44 | |
| TIMINGBackbone=LSTM, Feature removal count=50, Substitution=forward-fill2025.11 | 327.29 | 199.72 | 205.82 | 96.03 | 261.3 | 230.69 | 205.2 | 92.31 | -0.01 | |
| TIMINGBackbone=LSTM, Substitution=Forward-fill, Feature removal count=50 points per step2025.11 | 327.29 | 199.72 | 205.82 | 96.03 | 261.3 | 230.69 | 205.2 | 92.31 | -0.01 | |
| WinITBackbone=LSTM, Feature removal count=50, Substitution=forward-fill2025.11 | 426.69 | 114.5 | 191.86 | 56.91 | 398.05 | 344.09 | 180.94 | 46.32 | -0.02 | |
| WinITBackbone=LSTM, Substitution=Forward-fill, Feature removal count=50 points per step2025.11 | 426.69 | 114.5 | 191.86 | 56.91 | 398.05 | 344.09 | 180.94 | 46.32 | -0.02 |