Trustworthy Drug-Drug Interaction Prediction Model via Weighted Aggregating Conformal Prediction.
Drug-Drug Interaction (DDI) prediction is crucial for ensuring the safety and efficacy of combination drug therapies. However, most existing methods lack uncertainty estimation, limiting their reliability and practical adoption. While conformal prediction (CP) offers guaranteed coverage in classification tasks, its dir...