Author

N. Thảo

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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