Temporal/Dynamic Graph Networks#
Note
Hey guys, this is my personal reading note. I am not sure there might be some mistakes in my understanding. Please feel free to correct me (hsiangjenli@gmail.com) if you find any. Thanks!
Blog#
Temporal Graph Learning in 2024 - https://towardsdatascience.com/temporal-graph-learning-in-2024-feaa9371b8e2
Review Papers#
Graph Neural Networks for Temporal Graphs: State of the Art, Open Challenges, and Opportunities - https://openreview.net/forum?id=pHCdMat0gI
Do We Really Need Complicated Model Architectures For Temporal Networks? - https://openreview.net/forum?id=ayPPc0SyLv1 - CongWeilin/GraphMixer
Methodology#
Expressive and Efficient Representation Learning for Ranking Links in Temporal Graphs - https://dl.acm.org/doi/fullHtml/10.1145/3543507.3583476 - susheels/tgrank
TGN - https://memgraph.com/docs/advanced-algorithms/available-algorithms/tgn