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Home/Authors/Juergen Dietrich

Juergen Dietrich

1 indexed paper

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26

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ML×1AI×1Quantitative Methods×1

Research Timeline

2026
From Detection to Mechanism: Cross-Attention Graph Neural Networks Enable Drug-Drug Interaction Type Prediction An Ablation Study with Acetylsalicylic Acid Validation

The paper introduces a cross-attention Graph Neural Network (CrossAtt) that significantly improves the prediction of drug-drug interaction (DDI) mechanism types, demonstrating that explicit modeling of inter-molecular communication is crucial for multi-class classification.

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Papers

cs.LGcs.AIq-bio.QMRecentMay 27, 2026

From Detection to Mechanism: Cross-Attention Graph Neural Networks Enable Drug-Drug Interaction Type Prediction An Ablation Study with Acetylsalicylic Acid Validation

Juergen Dietrich

The paper introduces a cross-attention Graph Neural Network (CrossAtt) that significantly improves the prediction of drug-drug interaction (DDI) mechanism types, demonstrating that explicit modeling o…

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