Knowledge graph-guided multiple sclerosis identification and therapeutic trend analysis: Real-world evidence from two large healthcare systems. [PDF]
Gan Z +14 more
europepmc +1 more source
Adaptive Task Planning for Long-Horizon Robotic Manipulation Based on Video Priors and Dynamic Scene Graphs. [PDF]
Ma G, Guo J, Tang X, Zhou H, Rong Y.
europepmc +1 more source
Identifying hot-spot pathways in fishery science and technology innovation through temporal heterogeneous graph neural networks. [PDF]
Zhang F, Wang X, Hu J.
europepmc +1 more source
Cold-Start Traffic State Forecasting at Unseen Sensor Locations via Support-Conditioned Meta-Graph Learning. [PDF]
Wang C, Wang Z, Wang W, Gan J, Ju Y.
europepmc +1 more source
An agentic AI framework connecting language models to electronic health records and a biomedical knowledge graph for real-world evidence. [PDF]
Bellucci G, Gu W, Rose PW, Baranzini SE.
europepmc +1 more source
Hierarchical semantic extraction and heterogeneous graph neural networks for event-driven time series forecasting. [PDF]
Cen C +7 more
europepmc +1 more source
A Knowledge-Enhanced Iterative Reasoning Framework for Accurate and Traceable Fault Diagnosis in Distributed Service Systems. [PDF]
Zhang Y, Zhang J, Wang J, Zhang S.
europepmc +1 more source
Multi-source music knowledge graph construction and prosodic evolution trajectory prediction via DRL-VAE collaborative learning. [PDF]
Liu Q.
europepmc +1 more source
Causal inference-integrated temporal graph convolutional networks for dynamic prediction and optimization of enterprise total factor productivity. [PDF]
Fu G.
europepmc +1 more source
A Narrative Review of Artificial Intelligence for Drug Repurposing: Lessons From COVID-19 and Oncology (2020-2025). [PDF]
Ogungbite AB, Sibiya M.
europepmc +1 more source

