Intraoperative Adverse Event Prediction on MuAE Δ=5 1.0 (test)
51.45F1 (Hypotension)IAENet
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| IAENet2026.03 | 51.45 | 74.83 | 61.45 | 76.69 | 65.04 | 77.4 | 57.79 | 88.25 | 84.64 | 92.77 | 42.29 | 75.31 | 65.36 | 80.86 | |
| Non-stationary2026.03 | 48.37 | 68.66 | 47.92 | 66.19 | 59.93 | 73.43 | 51.9 | 74.62 | 67.19 | 81.84 | 35.87 | 64.31 | 56.21 | 71.51 | |
| Crossformer2026.03 | 48.32 | 67.29 | 37.7 | 66.77 | 63.68 | 76.05 | 49.65 | 71.57 | 71.22 | 84.67 | 37.95 | 63.04 | 60.31 | 71.56 | |
| Informer2026.03 | 47.65 | 67.96 | 49.53 | 67.19 | 52.35 | 68.47 | 55.88 | 77.95 | 70.62 | 81.79 | 37.98 | 65.84 | 54.76 | 71.54 | |
| DLinear2026.03 | 47.65 | 67.69 | 49.53 | 67.19 | 52.35 | 68.47 | 49.83 | 69.86 | 70.62 | 81.8 | 37.98 | 65.84 | 41.03 | 64.57 | |
| FEDformer2026.03 | 45.9 | 66.69 | 51.42 | 68.08 | 56.29 | 70.63 | 51.81 | 73.41 | 75.19 | 85.12 | 28.8 | 59.03 | 57.51 | 70.49 | |
| iTransformer2026.03 | 45.64 | 65.76 | 54.03 | 69.49 | 62.76 | 75.19 | 56.34 | 75.68 | 72.4 | 82.69 | 36.49 | 62.21 | 60.06 | 71.84 | |
| TFT2026.03 | 36.71 | 62.59 | 6.18 | 51.06 | 26.23 | 56.17 | 56.17 | 76.8 | 42.41 | 64.63 | 2.34 | 50.59 | 26.3 | 60.31 | |
| SegRNN2026.03 | 29.23 | 59.19 | 54.65 | 70.35 | 60.82 | 73.76 | 46.51 | 69.69 | 77.19 | 86.17 | 30.51 | 60.96 | 59.07 | 70.02 | |
| PatchTST2026.03 | 24.3 | 57.58 | 2.28 | 50.43 | 5.13 | 51.02 | 55.18 | 77.22 | 34.97 | 61.02 | 19.26 | 55.83 | 16.24 | 58.85 | |
| Autoformer2026.03 | 3.02 | 50.69 | 6.11 | 50.31 | 3.79 | 50 | 1.98 | 50.44 | 3.06 | 50.59 | 1.96 | 50.39 | 4.24 | 50.41 |