{ "chameleon": { "node_classification": { "full": { "accuracy": 0.4818880351262349, "macro_f1": 0.47624085126413584 }, "few_shot": { "accuracy": 0.29527991218441274, "macro_f1": 0.284838231862657 }, "zero_shot": { "accuracy": 0.4818880351262349, "macro_f1": 0.47624085126413584 }, "baselines_from_scratch": { "gcn": { "accuracy": 0.43578485181119647, "macro_f1": 0.4377091245811397 }, "gat": { "accuracy": 0.4950603732162459, "macro_f1": 0.49708641963398603 } }, "node2vec": { "error": "'Node2Vec' requires either the 'pyg-lib' or 'torch-cluster' package" } }, "link_prediction": { "netfm": { "auc": 0.9704216577761278, "ap": 0.9705782792364611 }, "baselines": { "common_neighbors": { "auc": 0.9499407318776318, "ap": 0.9455877239861206 }, "jaccard": { "auc": 0.900049159262159, "ap": 0.870058981527582 }, "adamic_adar": { "auc": 0.9559339009427882, "ap": 0.9551782910454006 }, "preferential_attachment": { "auc": 0.8993671911219007, "ap": 0.9047502713340917 } } }, "community_detection": { "netfm": { "nmi": 0.06647372314986427 } }, "centrality_estimation": { "betweenness": { "spearman": 0.4408281068609007 }, "pagerank": { "spearman": 0.7659884576611518 } } } }