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Author 1
Imran Ihsan
Department of Creative Technologies, Air University
Summary
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ICCK Contributions

Open Access | Research Article | 04 October 2025
Transforming Citation Networks into Insights: Mapping Scholarly Influence with Advanced Graph Models
ICCK Transactions on Advanced Computing and Systems | Volume 1, Issue 4: 238-257, 2025 | DOI: 10.62762/TACS.2025.939169
Abstract
The growing role of citation relations in identifying research impact has spurred much investigation on assessing the most cited papers and their roles within datasets. Due to the richness of the CORA dataset, this study selects highly cited papers and measures the results of node classification, as well as the H-index of research articles. Besides, it explores the correlations and robustness with regard to the nodes by computing their chances and studying their connections. To these ends, linear transformation was utilized for mapping low-level node features to high-level, and the Graph Attention Networks (GAT) for node classification. The study was able to find highly cited papers and com... More >

Graphical Abstract
Transforming Citation Networks into Insights: Mapping Scholarly Influence with Advanced Graph Models