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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,695 papers · 148 categories

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0111 · Nov 202119922001200920172026
1 result for “substructure-aware”
STNN-DDI: A Substructure-aware Tensor Neural Network to Predict Drug-Drug Interactionscs.LG

STNN-DDI predicts drug interactions using substructure-aware neural networks.

problem Predicting drug-drug interactions (DDIs) to avoid side effects in poly-drug treatments.
method Designing a novel Substructure-ware Tensor Neural Network (STNN-DDI) that learns a 3-D tensor of substructure-substructure interactions.
result Significant improvement in AUC, AUPR, Accuracy, and Precision compared to state-of-the-art models.
drug-drug interactionssubstructure-awaretensor neural networkchemical substructuresdrug mechanism
2021-11-10abs ↗pdf ↗