DeeperGCN+FLAG

Reported on 5 benchmarks across 2 tasks · 1 paper

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

Graphs5 results

Graph Property Predictiononogbg-molhiv
Number of params· 2020-10-19
531976
best: 47183040 (Graphormer)
Robust Optimization as Data Augmentation for Large-scale Graphs arXiv:2010.09891
Graph Property Predictiononogbg-ppa
Number of params· 2020-10-19
2336421
best: 16346166 (PAS+F2GNN)
Robust Optimization as Data Augmentation for Large-scale Graphs arXiv:2010.09891
Node Property Predictiononogbn-arxiv
Number of params· 2020-10-19
491176
best: 1386219488 (SimTeG+TAPE+RevGAT)
Robust Optimization as Data Augmentation for Large-scale Graphs arXiv:2010.09891
Node Property Predictiononogbn-products
Number of params· 2020-10-19
253743
best: 313612207 (Node2vec)
Robust Optimization as Data Augmentation for Large-scale Graphs arXiv:2010.09891
Node Property Predictiononogbn-proteins
Number of params· 2020-10-19
2374568
best: 664233700 (LD+GAT)
Robust Optimization as Data Augmentation for Large-scale Graphs arXiv:2010.09891