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20232026
most citedLearning to Denoise Biomedical Knowledge Graph for Robust Molecular Interaction Prediction

27 citations · 29 across the 14 of their papers we have counts for

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Showing 2025Show all

5 papers · 1 filter

cs.LG2025

DeepDR: an integrated deep-learning model web server for drug repositioning

Shuting Jin, Yi Jiang, Yimin Liu +5

Background: Identifying new indications for approved drugs is a complex and time-consuming process that requires extensive knowledge of pharmacology, clinical data, and advanced co…

cs.LG2025

MolBridge: Atom-Level Joint Graph Refinement for Robust Drug-Drug Interaction Event Prediction

Xuan Lin, Aocheng Ding, Tengfei Ma +2

Drug combinations offer therapeutic benefits but also carry the risk of adverse drug-drug interactions (DDIs), especially under complex molecular structures. Accurate DDI event pre…

cs.CL2025

From Knowledge to Treatment: Large Language Model Assisted Biomedical Concept Representation for Drug Repurposing

Chengrui Xiang, Tengfei Ma, Xiangzheng Fu +3

Drug repurposing plays a critical role in accelerating treatment discovery, especially for complex and rare diseases. Biomedical knowledge graphs (KGs), which encode rich clinical…

cs.CV2025

ImageDDI: Image-enhanced Molecular Motif Sequence Representation for Drug-Drug Interaction Prediction

Yuqin He, Tengfei Ma, Chaoyi Li +6

To mitigate the potential adverse health effects of simultaneous multi-drug use, including unexpected side effects and interactions, accurately identifying and predicting drug-drug…

cs.LG2025

AdaptMol: Adaptive Fusion from Sequence String to Topological Structure for Few-shot Drug Discovery

Yifan Dai, Xuanbai Ren, Tengfei Ma +4

Accurate molecular property prediction (MPP) is a critical step in modern drug development. However, the scarcity of experimental validation data poses a significant challenge to A…