XAI Attribution Faithfulness and Sufficiency on MIMIC-III decompensation
2.26CPDLIME
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| LIMEBackbone=LSTM, K=50, Substitution=forward-fill2025.11 | 2.26 | 1.72 | 13.78 | 7.7 | 32.46 | 14.26 | 33.45 | 15.3 | 0.02 | |
| FITBackbone=LSTM, K=50, Substitution=forward-fill2025.11 | 3.4 | 2.7 | 7.11 | 6.14 | 35.52 | 17.55 | 12.07 | 10.19 | 0.06 | |
| TimeX++Backbone=LSTM, K=50, Substitution=forward-fill2025.11 | 11.12 | 7 | 13.14 | 7.76 | 34.21 | 13.72 | 32.34 | 13.08 | 0.03 | |
| DynamaskBackbone=LSTM, K=50, Substitution=forward-fill2025.11 | 11.72 | 7.56 | 13.15 | 8.25 | 53.07 | 26.22 | 49.8 | 24.26 | 0.04 | |
| ContraLSPBackbone=LSTM, K=50, Substitution=forward-fill2025.11 | 12.88 | 8.69 | 18 | 11.11 | 41.62 | 21.17 | 42.67 | 21.94 | 0.03 | |
| FOBackbone=LSTM, K=50, Substitution=forward-fill2025.11 | 13.14 | 9.92 | 17.79 | 12.92 | 44.02 | 22.32 | 16.92 | 6.24 | 0.26 | |
| AFOBackbone=LSTM, K=50, Substitution=forward-fill2025.11 | 13.24 | 9.3 | 17.16 | 11.95 | 36.13 | 16.64 | 24.13 | 9.32 | 0.28 | |
| IGBackbone=LSTM, K=50, Substitution=forward-fill2025.11 | 13.42 | 9.1 | 16.14 | 11.31 | 33.55 | 13.97 | 29.46 | 10.85 | 0.17 | |
| DeepLIFTBackbone=LSTM, K=50, Substitution=forward-fill2025.11 | 13.58 | 9.42 | 16.03 | 11.25 | 35.96 | 14.61 | 31.53 | 11.41 | 0.19 | |
| GradSHAPBackbone=LSTM, K=50, Substitution=forward-fill2025.11 | 13.73 | 9.05 | 16.68 | 11.19 | 32.97 | 13.96 | 30.13 | 11.95 | 0.14 | |
| TIMINGBackbone=LSTM, K=50, Substitution=forward-fill2025.11 | 14.99 | 9.71 | 16.5 | 11.53 | 31.22 | 13.36 | 27.19 | 10.24 | 0.19 | |
| ExtrmaskBackbone=LSTM, K=50, Substitution=forward-fill2025.11 | 16.66 | 10.47 | 17.51 | 10.63 | 29.91 | 15.13 | 29.64 | 14.84 | 0.08 | |
| TimeXBackbone=LSTM, K=50, Substitution=forward-fill2025.11 | 16.99 | 11.45 | 19.45 | 12.45 | 50.34 | 24.11 | 51.06 | 24.5 | 0.03 | |
| WinITBackbone=LSTM, K=50, Substitution=forward-fill2025.11 | 19.64 | 12.25 | 24.87 | 15.45 | 29.22 | 13.05 | 26.11 | 11.92 | 0.21 | |
| SWINGBackbone=LSTM, K=50, Substitution=forward-fill2025.11 | 23.87 | 16.23 | 22.27 | 15.52 | 17.76 | 5.85 | 18.2 | 6.06 | 0.4 |