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cs.LG2024★ 1 cited
Supra-Laplacian Encoding for Transformer on Dynamic Graphs
Yannis Karmim, Marc Lafon, Raphael Fournier S'niehotta +1
Fully connected Graph Transformers (GT) have rapidly become prominent in the static graph community as an alternative to Message-Passing models, which suffer from a lack of express…
cs.LG2024
Temporal receptive field in dynamic graph learning: A comprehensive analysis
Yannis Karmim, Leshanshui Yang, Raphaël Fournier S'Niehotta +3
Dynamic link prediction is a critical task in the analysis of evolving networks, with applications ranging from recommender systems to economic exchanges. However, the concept of t…