Research map / Label-efficient and robust learning / Recognition and long-tail
REFINE: A Fine-Grained Medication Recommendation System Using Deep Learning and Personalized Drug Interaction Modeling
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add all trend information (dosage and lab slope/variance) (ablation) | REFINE · MIMIC-IV | PR-AUC: 0.682 -> 0.708 | Helped |
| add all trend information (ablation) | REFINE · PRIVATE | PR-AUC: 0.703 -> 0.729 | Helped |
| add medication dosage trend (ablation) | REFINE · MIMIC-IV | PR-AUC: 0.701 -> 0.708 | Helped |
| add lab test trend (ablation) | REFINE · MIMIC-IV | PR-AUC: 0.695 -> 0.708 | Helped |
| add drug interaction severity weighting (ablation) | REFINE · MIMIC-IV | PR-AUC: 0.694 -> 0.708 | Helped |
| add drug interaction severity weighting (ablation) | REFINE · PRIVATE | wDDI: 0.115 -> 0.111 | Helped |
| add drug interaction severity weighting (ablation) | REFINE · PRIVATE | F1: 0.639 -> 0.656 | Helped |
| REFINE instead of MoleRec | medication recommendation · MIMIC-IV | F1: 0.579 -> 0.635 | Helped |
Closest papers by meaning
- Fine-grained List-wise Alignment for Generative Medication Recommendation (NeurIPS 2025 · similarity 0.87)
- HI-DR: Exploiting Health Status-Aware Attention and an EHR Graph+ for Effective Medication Recommendation (AAAI 2025 · similarity 0.83)
- ExDDI: Explaining Drug-Drug Interaction Predictions with Natural Language (AAAI 2025 · similarity 0.81)
- Customized Subgraph Selection and Encoding for Drug-drug Interaction Prediction (NeurIPS 2024 · similarity 0.81)
- PharmacoMatch: Efficient 3D Pharmacophore Screening via Neural Subgraph Matching (ICLR 2025 · similarity 0.81)
- VITA: ‘Carefully Chosen and Weighted Less’ Is Better in Medication Recommendation (AAAI 2024 · similarity 0.81)
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