Encoding Robust Representation for Graph Generation

28 Sep 2018Dongmian ZouGilad Lerman

Generative networks have made it possible to generate meaningful signals such as images and texts from simple noise. Recently, generative methods based on GAN and VAE were developed for graphs and graph signals... (read more)

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Evaluation Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK COMPARE
Link Prediction Citeseer SCAT AUC 97.27% # 2
Link Prediction Citeseer SCAT AP 97.57% # 2
Link Prediction Cora SCAT AUC 94.48% # 2
Link Prediction Cora SCAT AP 94.63% # 2
Link Prediction Pubmed SCAT AUC 97.52% # 2
Link Prediction Pubmed SCAT AP 97.19% # 2