Evaluating Graph Neural Networks for Link Prediction: Current Pitfalls and New Benchmarking.
Juanhui LiHarry ShomerHaitao MaoShenglai ZengYao MaNeil ShahJiliang TangDawei YinPublished in: NeurIPS (2023)
Keyphrases
- link prediction
- random walk
- bipartite graph
- neural network
- graph mining
- social network analysis
- link formation
- network analysis
- social networks
- graph kernels
- complex networks
- graph theory
- multi relational
- network structure
- directed graph
- topological features
- link structure
- proximity measures
- missing links
- entity resolution
- collective classification
- graph model
- community detection
- structured data
- markov chain
- factor graph model
- heterogeneous networks
- web graph
- collaborative filtering
- supervised learning
- machine learning