Intraoperative Hypotension Prediction on VitalDB 30S (test)
66.07F1 ScoreCSA-TTA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CSA-TTABase Model=TimesFM, Adaptation Method=CSA-TTA, Adaptation Setting=Fine-tuned, Predict Horizon=Average (5, 10, 15 mins), Lookback Length=15 minutes2025.12 | 66.07 | 62.33 | 70.97 | 88.03 | 5.82 | 72.93 | |
| Test (Das et al. 2024)Base Model=TimesFM, Adaptation Setting=Fine-tuned, Predict Horizon=Average (5, 10, 15 mins), Lookback Length=15 minutes2025.12 | 65.8 | 62.67 | 69.97 | 87.77 | 5.94 | 76.27 | |
| TTT++Base Model=TimesFM, Adaptation Method=TTT++, Adaptation Setting=Fine-tuned, Predict Horizon=Average (5, 10, 15 mins), Lookback Length=15 minutes2025.12 | 65.8 | 62.6 | 70 | 87.8 | 5.93 | 76.19 | |
| TTTBase Model=TimesFM, Adaptation Method=TTT, Adaptation Setting=Fine-tuned, Predict Horizon=Average (5, 10, 15 mins), Lookback Length=15 minutes2025.12 | 65.77 | 62.63 | 69.93 | 87.77 | 5.94 | 76.28 | |
| CSA-TTABase Model=Units, Adaptation Method=CSA-TTA, Adaptation Setting=Fine-tuned, Predict Horizon=Average (5, 10, 15 mins), Lookback Length=15 minutes2025.12 | 65.57 | 59.93 | 72.88 | 88.47 | 6.23 | 79.31 | |
| Test (Gao et al. 2024)Base Model=Units, Adaptation Setting=Fine-tuned, Predict Horizon=Average (5, 10, 15 mins), Lookback Length=15 minutes2025.12 | 63.83 | 59.07 | 70 | 87.97 | 6.37 | 81.77 | |
| TTTBase Model=Units, Adaptation Method=TTT, Adaptation Setting=Fine-tuned, Predict Horizon=Average (5, 10, 15 mins), Lookback Length=15 minutes2025.12 | 63.47 | 55.23 | 76.09 | 88.07 | 6.33 | 81.2 | |
| TTT++Base Model=Units, Adaptation Method=TTT++, Adaptation Setting=Fine-tuned, Predict Horizon=Average (5, 10, 15 mins), Lookback Length=15 minutes2025.12 | 63.17 | 56.66 | 73.23 | 88 | 6.3 | 81.2 |