Framework Arrangement

Covered Models

Refer to benchmark.trainer.ModelLoader.

Category

Model

Fixed Filter

GCN, SGC, gfNN, GZoom, S²GC, GLP, APPNP, GCNII, GDC, DGC, AGP, GRAND+

Variable Filter

GIN, AKGNN, DAGNN, GPRGNN, ARMAGNN, ChebNet, ChebNetII, HornerGCN/ClenshawGCN, BernNet, LegendreNet, JacobiConv, FavardGNN/OptBasisGNN

Filter Bank

AdaGNN, FBGNN, ACMGNN, FAGCN, G²CN, GNN-LF/HF, FiGURe

Covered Datasets

Refer to benchmark.trainer.SingleGraphLoader.

Source

Graph

PyG

cora, citeseer, pubmed, flickr, actor

OGB

ogbn-arxiv, ogbn-mag, ogbn-products

LINKX

penn94, arxiv-year, genius, twitch-gamer, snap-patients, pokec, wiki

Yandex

chameleon, squirrel, roman-empire, minesweeper, amazon-ratings, questions, tolokers