Intraoperative Adverse Event Prediction on MuAE Δ=10 1.0 (test)
36.21Hypotension F1IAENet
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| IAENet2026.03 | 36.21 | 65.85 | 56.54 | 73.42 | 59.12 | 73.77 | 51.56 | 84.77 | 75.59 | 86.38 | 28.17 | 62.14 | 58.51 | 74.39 | |
| Informer2026.03 | 25.16 | 58.35 | 37.89 | 61.17 | 51.06 | 67.86 | 39.25 | 66.17 | 54.17 | 72.79 | 6.76 | 51.74 | 44.6 | 63.02 | |
| Non-stationary2026.03 | 23.1 | 57.4 | 31.35 | 58.56 | 47.84 | 66.01 | 42.59 | 69.55 | 51.95 | 70.07 | 13.52 | 54.13 | 41.01 | 62.62 | |
| Crossformer2026.03 | 19.14 | 55.5 | 43.18 | 63.8 | 56.22 | 70.72 | 43.61 | 66.96 | 60.08 | 73.05 | 5.22 | 51.32 | 48.94 | 63.58 | |
| TFT2026.03 | 19.09 | 55.54 | 7.08 | 51.21 | 15.77 | 52.6 | 35.98 | 62.92 | 35.97 | 61.37 | 7.47 | 51.95 | 19.04 | 55.93 | |
| DLinear2026.03 | 17.81 | 55.2 | 43.77 | 64.09 | 0.67 | 50.12 | 36.56 | 63.02 | 47.64 | 66.55 | 10.25 | 52.74 | 30.41 | 58.62 | |
| iTransformer2026.03 | 16.91 | 54.79 | 49.8 | 67.35 | 57.91 | 72.28 | 45.58 | 68.7 | 73.64 | 86.19 | 7.8 | 52.04 | 55.69 | 66.89 | |
| SegRNN2026.03 | 14.47 | 54.55 | 43.59 | 64.01 | 57.28 | 72 | 33.19 | 61.28 | 65.28 | 79.05 | 4.42 | 51.11 | 51 | 63.58 | |
| FEDformer2026.03 | 11.59 | 53.11 | 43.85 | 64.14 | 55.15 | 70.08 | 34.39 | 61.67 | 59.67 | 74.01 | 1.43 | 50.34 | 48.23 | 62.22 | |
| PatchTST2026.03 | 10.58 | 52.8 | 0.95 | 50.17 | 5.76 | 51.06 | 36.95 | 63.43 | 31.2 | 59.31 | 2.33 | 50.57 | 12.4 | 54.56 | |
| Autoformer2026.03 | 1.07 | 50.1 | 11.62 | 50.57 | 21.97 | 51.76 | 3.88 | 50.99 | 6.64 | 51 | 0.56 | 50.09 | 13.66 | 50.75 |