ARISE-GNN: Graph Neural Representation Learning for Discovering Potential Rising-Star Candidates in Scholarly Collaboration Networks
Identifying authors exhibiting characteristics associated with emerging scholarly influence at an early career stage is a critical challenge in scientometrics and research evaluation. Existing approaches predominantly rely on isolated indicators such as citation count, H-index, and network-based metrics (e.g., PageRank...