Md. Kamrul Islam

Graph-Based Machine Learning for Predicting Drug–Drug Interactions: A Systematic Review

Graph-based machine learning is promising for DDI prioritization and hypothesis generation but remains insufficient for independent clinical decision-making, and future studies should use standardized benchmarks, leakage-aware validation, calibrated uncertainty, reproducible pipelines, validated explanations, and external or prospective evaluation.