3 papers
q-bio.BM2025
PKAG-DDI: Pairwise Knowledge-Augmented Language Model for Drug-Drug Interaction Event Text Generation
Ziyan Wang, Zhankun Xiong, Feng Huang +1
Drug-drug interactions (DDIs) arise when multiple drugs are administered concurrently. Accurately predicting the specific mechanisms underlying DDIs (named DDI events or DDIEs) is…
cs.LG2024
ZeroDDI: A Zero-Shot Drug-Drug Interaction Event Prediction Method with Semantic Enhanced Learning and Dual-Modal Uniform Alignment
Ziyan Wang, Zhankun Xiong, Feng Huang +2
Drug-drug interactions (DDIs) can result in various pharmacological changes, which can be categorized into different classes known as DDI events (DDIEs). In recent years, previousl…
cs.LG2024
Probability Passing for Graph Neural Networks: Graph Structure and Representations Joint Learning
Ziyan Wang, Yaxuan He, Bin Liu
Graph Neural Networks (GNNs) have achieved notable success in the analysis of non-Euclidean data across a wide range of domains. However, their applicability is constrained by the…