| { |
| "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 |
| } |
| } |
| } |
| } |
