Adaptive Graph Diffusion Networks

Benchmark Model Rank Results
link-property-prediction-on-ogbl-citation2AGDN w/GraphSAINT#9Ext. data: NoTest MRR: 0.8549 ± 0.0029Validation MRR: 0.8556 ± 0.0033
link-property-prediction-on-ogbl-ddiAGDN (AUC loss)#3Ext. data: NoTest Hits@20: 0.9538 ± 0.0094
link-property-prediction-on-ogbl-ppaAGDN#11Ext. data: NoTest Hits@100: 0.4123 ± 0.0159
node-property-prediction-on-ogbn-arxivGIANT-XRT+AGDN+BoT+self-KD#7Test Accuracy: 0.7637 ± 0.0011Ext. data: Yes
node-property-prediction-on-ogbn-arxivGIANT-XRT+AGDN+BoT#9Test Accuracy: 0.7618 ± 0.0016Ext. data: Yes
node-property-prediction-on-ogbn-arxivAGDN+BoT+self-KD+C&S#12Test Accuracy: 0.7431 ± 0.0014Ext. data: No
node-property-prediction-on-ogbn-arxivAGDN+BoT+self-KD#13Test Accuracy: 0.7428 ± 0.0017Ext. data: No
node-property-prediction-on-ogbn-arxivAGDN+BoT#18Test Accuracy: 0.7410 ± 0.0015Ext. data: No
node-property-prediction-on-ogbn-arxivAGDN (GAT-HA+3_heads+labels)#22Test Accuracy: 0.7398 ± 0.0009Ext. data: No
node-property-prediction-on-ogbn-arxivAGDN (GAT-HA+3_heads)#28Test Accuracy: 0.7375 ± 0.0021Ext. data: No
node-property-prediction-on-ogbn-productsAGDN#25Test Accuracy: 0.8334 ± 0.0027Ext. data: No
node-property-prediction-on-ogbn-proteinsAGDN#3Ext. data: NoTest ROC-AUC: 0.8865 ± 0.0013