DeeperGCN

Reported on 6 benchmarks across 3 tasks · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Graphs6 results

Link Property Predictiononogbl-collab
Number of params· 2020-06-13
117383
best: 1064446212 (HyperFusion)
DeeperGCN: All You Need to Train Deeper GCNs arXiv:2006.07739
Graph Property Predictiononogbg-molhiv
Number of params· 2020-06-13
531976
best: 47183040 (Graphormer)
DeeperGCN: All You Need to Train Deeper GCNs arXiv:2006.07739
Graph Property Predictiononogbg-ppa
Number of params· 2020-06-13
2336421
best: 16346166 (PAS+F2GNN)
DeeperGCN: All You Need to Train Deeper GCNs arXiv:2006.07739
Node Property Predictiononogbn-arxiv
Number of params· 2020-06-13
491176
best: 1386219488 (SimTeG+TAPE+RevGAT)
DeeperGCN: All You Need to Train Deeper GCNs arXiv:2006.07739
Node Property Predictiononogbn-products
Number of params· 2020-06-13
253743
best: 313612207 (Node2vec)
DeeperGCN: All You Need to Train Deeper GCNs arXiv:2006.07739
Node Property Predictiononogbn-proteins
Number of params· 2020-06-13
2374568
best: 664233700 (LD+GAT)
DeeperGCN: All You Need to Train Deeper GCNs arXiv:2006.07739