Link Prediction

Best model: ResAttArg

Best model: KG2Vec LSTM

Best model: GATNE-I

Best model: GATNE-T

Best model: ComplEx-N3-RP

Best model: Walkpooling

Best model: GraphStar (double weight on positive examples)

Best model: ComplEx-N3-RP

Best model: ULTRA

Best model: GatedGCN-PE

Best model: NESS

Best model: GraphStar (double weight on positive examples)

Best model: GLACE

Best model: ConE

Best model: Decagon

Best model: HSRL (DW)

Best model: HOGCN

Best model: BoxE

Best model: Prob-CBR

Best model: AutoKGE

Best model: MEI (small)

Best model: ComplEx-N3-RP

Best model: kNN-KGE

Best model: ParTransH

Best model: SPA

Best model: ConE

Best model: TNTComplEx (x10)

Best model: TNTComplEx (x10)

Best model: Event2vec

Best model: MEI (small)

Best model: PyTorch BigGraph

Best model: PEAGAT

Best model: Prob-CBR

Best model: Edge2Node

Best model: RESCAL

Best model: ViT-PS

Best model: HGCN

Best model: Walkpooling

Best model: GraphStar (double weight on positive examples)

Best model: GLACE

Best model: EGT

Best model: LP-BERT

Best model: SEAL

Best model: HAHE

Best model: BANE

Best model: Asymmetric Transitivity Preservation

Best model: TimePlex

Best model: HAHE

Best model: GraphVite (zhu2019graphvite)

Best model: ParTransH

Best model: GFA-NN

Best model: Hyper-SAGNN-W

Best model: TNTComplEx (x10)

Best model: MEIM

Best model: SEEK

Best model: TransC (bern)

Best model: PEAGAT

Best model: PyTorch BigGraph