Medication Recommendation on MIMIC-IV
54.3Jaccard SimilarityHoT-SSM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| HoT-SSMvariant=v2, spatial_encoder=HGAT2026.06 | 54.3 | 68.3 | — | — | — | — | |
| HypeMed2026.03 | 51.05 | 66.5 | 76.23 | 6.65 | 16.53 | — | |
| MoleRec2026.03 | 50.64 | 66.23 | 75.14 | 6.78 | 17.74 | — | |
| HoT-SSMvariant=v1, spatial_encoder=HConv2026.06 | 50.6 | 64.1 | — | — | — | — | |
| COGNet2026.03 | 50.38 | 65.87 | 74.99 | 7.79 | 25.43 | — | |
| VITA2026.03 | 50.31 | 65.75 | 74.8 | 7.45 | 26.37 | — | |
| Carmen2026.03 | 50.06 | 65.69 | 74.62 | — | — | — | |
| DGCL2026.03 | 49.98 | 65.62 | 75.52 | 7.5 | 18.41 | — | |
| DAPSNet2026.03 | 49.14 | 64.85 | 74.07 | 5.95 | 18.62 | — | |
| SafeDrug2026.03 | 48.47 | 64.24 | 74.27 | 6.11 | 18.15 | — | |
| GraphCARE2026.06 | 48.1 | 63.9 | — | — | — | — | |
| GAMENet2026.03 | 47.8 | 63.56 | 75.09 | 7.85 | 23.36 | — | |
| LR2026.03 | 47.65 | 63.31 | 74.08 | 7.07 | 13.85 | — | |
| PROMISE2026.03 | 47.29 | 63.29 | 76.76 | 7.08 | 11.34 | — | |
| ECC2026.03 | 45.82 | 61.39 | 73.58 | 7.11 | 13.08 | — | |
| StageNet2026.06 | 45.4 | 60.2 | — | — | — | — | |
| GRAM2026.06 | 45.3 | 60.1 | — | — | — | — | |
| RETAIN2026.06 | 45 | 60.3 | — | — | — | — | |
| RETAIN2026.03 | 44.1 | 60.23 | 71.6 | 7.29 | 14.43 | — | |
| GRU2026.06 | 44 | 60.2 | — | — | — | — | |
| Deepr2026.06 | 43.8 | 59.1 | — | — | — | — | |
| LEAP2026.03 | 43.73 | 59.84 | 63.73 | 6.57 | 17.34 | — | |
| Transformer2026.06 | 40.4 | 55.9 | — | — | — | — | |
| RePrompT2026.04 | 27.6 | 37.4 | — | — | — | — | |
| RETAIN2026.04 | 25.1 | 34.4 | — | — | — | — | |
| ARCI2026.04 | 24.5 | 30.8 | — | — | — | — | |
| StageNet2026.04 | 19.4 | 27 | — | — | — | — | |
| GRASP2026.04 | 18.9 | 26.4 | — | — | — | — | |
| Deepr2026.04 | 18.4 | 22.2 | — | — | — | — | |
| AdaCare2026.04 | 17.5 | 24.4 | — | — | — | — | |
| GRAM2026.04 | 16.8 | 23.6 | — | — | — | — | |
| Adore2026.04 | 15.9 | 20.1 | — | — | — | — | |
| EHR2Pathvariant=E2P-T2025.06 | — | — | — | — | — | 83 | |
| EHR2Pathvariant=E2P-S2025.06 | — | — | — | — | — | 82 | |
| EHR2Pathvariant=E2P-S+T2025.06 | — | — | — | — | — | 83 |