Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction

Benchmark Model Rank Results
link-prediction-on-citeseerNBFNet#9AUC: 92.3%AP: 93.6%
link-prediction-on-coraNBFNet#3AUC: 95.6%AP: 96.2%
link-prediction-on-fb15k-237NBFNet#1Hits@1: 0.321Hits@3: 0.454Hits@10: 0.599MRR: 0.415MR: 114
link-prediction-on-pubmedNBFNet#3AUC: 98.3%AP: 98.2%
link-prediction-on-wn18rrNBFNet#10Hits@10: 0.666Hits@3: 0.573Hits@1: 0.497MRR: 0.551MR: 636
link-prediction-on-yago3-10NBFNet#8Hits@1: 0.480Hits@3: 0.612Hits@10: 0.708MRR: 0.563
link-property-prediction-on-ogbl-biokgNBFNet#7Test MRR: 0.8317Ext. data: NoValidation MRR: 0.8318