Intraoperative Adverse Event Prediction on MuAE Δ=15 1.0 (test)
28.54Hypotension F1IAENet
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| IAENet2026.03 | 28.54 | 62.08 | 50.21 | 68.16 | 54.79 | 71.04 | 43.65 | 81.37 | 59.93 | 77 | 25.89 | 63.04 | 50.52 | 70.45 | |
| TFT2026.03 | 16.81 | 55.31 | 8.9 | 50.72 | 15.71 | 51.79 | 28.79 | 63.36 | 30.87 | 59.37 | 11.27 | 53.17 | 17.72 | 55.62 | |
| Non-stationary2026.03 | 16.1 | 54.84 | 30.18 | 57.74 | 41.94 | 62.92 | 19.66 | 56.45 | 36.28 | 62.43 | 11.31 | 53.21 | 33.64 | 57.93 | |
| Crossformer2026.03 | 15.24 | 54.28 | 39.5 | 62 | 53.47 | 69.86 | 30.49 | 61.14 | 45.13 | 65.48 | 2.02 | 50.47 | 42.95 | 60.45 | |
| Informer2026.03 | 11.17 | 53.02 | 27.19 | 56.53 | 41.08 | 62.51 | 24.01 | 59.03 | 41.47 | 65.72 | 8.13 | 52.16 | 33.64 | 58.16 | |
| SegRNN2026.03 | 10.17 | 52.68 | 32.34 | 59.07 | 51.78 | 68.37 | 21.02 | 56.75 | 51.36 | 71.18 | 3.21 | 50.79 | 41.82 | 59.81 | |
| FEDformer2026.03 | 10.13 | 52.67 | 30.91 | 58.48 | 48.99 | 66.58 | 24.6 | 58.15 | 42.61 | 64.52 | 6.19 | 51.58 | 37.67 | 58.66 | |
| iTransformer2026.03 | 9.79 | 52.57 | 28.95 | 57.81 | 48.36 | 66.28 | 17.07 | 55.08 | 37.96 | 62.37 | 1.29 | 50.29 | 35.74 | 57.4 | |
| DLinear2026.03 | 8.01 | 52.03 | 28.87 | 57.85 | 0.57 | 50.11 | 17.19 | 55.08 | 33.03 | 60.13 | 2.48 | 50.58 | 19 | 54.3 | |
| PatchTST2026.03 | 5.45 | 51.29 | 0.96 | 50.16 | 3.01 | 50.52 | 15.66 | 54.55 | 22.95 | 56.27 | 0.36 | 50.08 | 7.67 | 52.14 | |
| Autoformer2026.03 | 0.03 | 49.95 | 14.71 | 50.73 | 2.08 | 50.19 | 0 | 50 | 1.5 | 50.25 | 0.1 | 50.01 | 6.62 | 50.19 |