Open access
Jul 2026
3Br-MGD: few-shot toxicity prediction with a three-branch deep encoder and meta-learning framework.
3Br-MGD, a novel three-branch framework that integrates deep learning and meta-learning for molecular toxicity prediction, demonstrates that 3Br-MGD consistently outperforms conventional baselines in predictive accuracy, robustness, and generalization.
N. Thảo, Bui Thanh Hung
· Scientific Reports · 0 citations