Intraoperative Hypotension Prediction on VitalDB 2S (test)
65.73F1 ScoreCSA-TTA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CSA-TTABase Model=Units, Adaptation Method=CSA-TTA, Adaptation Setting=Fine-tuned, Predict Horizon=Average (5, 10, 15 mins), Lookback Length=15 minutes2025.12 | 65.73 | 65.27 | 68.13 | 89.7 | 5.72 | 70.07 | |
| CSA-TTABase Model=TimesFM, Adaptation Method=CSA-TTA, Adaptation Setting=Fine-tuned, Predict Horizon=Average (5, 10, 15 mins), Lookback Length=15 minutes2025.12 | 64.83 | 65.99 | 65.42 | 89.4 | 5.94 | 76.19 | |
| TTT++Base Model=Units, Adaptation Method=TTT++, Adaptation Setting=Fine-tuned, Predict Horizon=Average (5, 10, 15 mins), Lookback Length=15 minutes2025.12 | 64.71 | 63.9 | 67.39 | 89.53 | 5.81 | 71.45 | |
| TTTBase Model=Units, Adaptation Method=TTT, Adaptation Setting=Fine-tuned, Predict Horizon=Average (5, 10, 15 mins), Lookback Length=15 minutes2025.12 | 64.64 | 63.67 | 67.48 | 89.57 | 5.82 | 71.58 | |
| Test (Gao et al. 2024)Base Model=Units, Adaptation Setting=Fine-tuned, Predict Horizon=Average (5, 10, 15 mins), Lookback Length=15 minutes2025.12 | 64.6 | 63.93 | 67.13 | 89.5 | 5.8 | 71.65 | |
| Test (Das et al. 2024)Base Model=TimesFM, Adaptation Setting=Fine-tuned, Predict Horizon=Average (5, 10, 15 mins), Lookback Length=15 minutes2025.12 | 64.2 | 64.93 | 65.13 | 89.13 | 6.03 | 77.87 | |
| TTT++Base Model=TimesFM, Adaptation Method=TTT++, Adaptation Setting=Fine-tuned, Predict Horizon=Average (5, 10, 15 mins), Lookback Length=15 minutes2025.12 | 64.1 | 64.8 | 65.13 | 89.13 | 6.02 | 77.68 | |
| TTTBase Model=TimesFM, Adaptation Method=TTT, Adaptation Setting=Fine-tuned, Predict Horizon=Average (5, 10, 15 mins), Lookback Length=15 minutes2025.12 | 64 | 64.77 | 64.79 | 89.07 | 6.02 | 77.7 |