Medication Recommendation on MIMIC-III
53.73Jaccard SimilarityHypeMed
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HypeMed2026.03 | 53.73 | 69.06 | 78.34 | 8.19 | 20.01 | |
| MoleRec2026.03 | 53.12 | 68.5 | 77.51 | 7.16 | 20.54 | |
| COGNet2026.03 | 52.94 | 68.3 | 76.79 | 8.62 | 28.08 | |
| Carmen2026.03 | 52.67 | 68.12 | 76.52 | — | — | |
| HoT-SSMvariant=v2, spatial_encoder=HGAT2026.06 | 52.6 | 66.9 | — | — | — | |
| DGCL2026.03 | 52.54 | 67.98 | 77.28 | 8.31 | 21.92 | |
| PROMISE2026.03 | 52.33 | 67.91 | 80.58 | 9.33 | 15.27 | |
| HoT-SSMvariant=v1, spatial_encoder=HConv2026.06 | 52.2 | 66.5 | — | — | — | |
| VITA2026.03 | 52.15 | 67.42 | 76.23 | 8.11 | 29.53 | |
| DAPSNet2026.03 | 51.68 | 67.22 | 76.64 | 5.96 | 21.14 | |
| SafeDrug2026.03 | 51.14 | 66.81 | 76.43 | 5.87 | 18.94 | |
| GAMENet2026.03 | 50.18 | 65.84 | 76.48 | 8.88 | 27.39 | |
| GraphCARE2026.06 | 49.8 | 63.9 | — | — | — | |
| LR2026.03 | 49.24 | 64.96 | 75.48 | 8.3 | 16.05 | |
| ECC2026.03 | 48.89 | 64.47 | 76.19 | 8.57 | 15.74 | |
| RETAIN2026.06 | 48.8 | 60.3 | — | — | — | |
| RETAIN2026.03 | 48.6 | 64.66 | 75.98 | 8.83 | 18.92 | |
| FLAME#Med=22.242025.05 | 48.36 | 64.08 | — | — | — | |
| GRAM2026.06 | 47.9 | 60.1 | — | — | — | |
| GRU2026.06 | 47.8 | 60.2 | — | — | — | |
| Transformer2026.06 | 47.1 | 55.9 | — | — | — | |
| LAMO#Med=23.662025.05 | 47.01 | 62.94 | — | — | — | |
| StageNet2026.06 | 45.8 | 60.2 | — | — | — | |
| LEAP2026.03 | 45.5 | 61.68 | 65.46 | 7.82 | 18.57 | |
| Deepr2026.06 | 44.7 | 59.1 | — | — | — | |
| RAREMed#Med=23.032025.05 | 41.74 | 57.76 | — | — | — | |
| MoleRec#Med=24.732025.05 | 40.81 | 56.77 | — | — | — | |
| COGNet#Med=28.452025.05 | 38.76 | 54.58 | — | — | — | |
| NLA-MMR#Med=25.542025.05 | 38.67 | 54.53 | — | — | — | |
| GAMENet#Med=20.022025.05 | 38.51 | 54.22 | — | — | — | |
| MICRON#Med=20.492025.05 | 38.43 | 54.19 | — | — | — | |
| SafeDrug#Med=22.942025.05 | 35.56 | 51.35 | — | — | — | |
| LEAP#Med=19.692025.05 | 30.73 | 46.1 | — | — | — | |
| RePrompT2026.04 | 20.4 | 31.4 | — | — | — | |
| ARCI2026.04 | 18.7 | 28.5 | — | — | — | |
| RETAIN2026.04 | 15.8 | 25.1 | — | — | — | |
| Deepr2026.04 | 15.6 | 24.9 | — | — | — | |
| StageNet2026.04 | 13.7 | 23.6 | — | — | — | |
| AdaCare2026.04 | 12.9 | 20.5 | — | — | — | |
| Adore2026.04 | 12.3 | 14.7 | — | — | — | |
| GRAM2026.04 | 12.2 | 19.7 | — | — | — | |
| GRASP2026.04 | 9.3 | 15 | — | — | — |