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ResearchFormerly WizWand

Graph Classification on ogbg-code2 standard (test)

18.3F1 ScoreGraphTrans
14.379215.397116.41517.4329Apr 3, 2021May 21, 2021Jul 9, 2021Aug 27, 2021Oct 15, 2021Dec 3, 2021Jan 21, 2022
Updated 8mo ago

Evaluation results

MethodLinks
GraphTransBackbone=GCN-Virtual2022.0118.3
GraphTransBackbone=PNA2022.0117.65
DAGNNstate=SOTA2022.0117.51
GraphTransBackbone=GCN2022.0117.51
Transformer2022.0116.7
GCN-Virtual2022.0115.95
EGC-MMemory=O(V)2021.0415.95
GIN-Virtual2022.0115.81
PNA2022.0115.7
PNAMemory=O(E), low_vram_exhausted_on_11GB=true2021.0415.7
MPNN-MaxMemory=O(E)2021.0415.52
GATv2Memory=O(E)2021.0415.37
EGC-SMemory=O(V)2021.0415.28
GATMemory=O(E)2021.0415.13
GCN2022.0115.07
GIN2022.0114.95
GINMemory=O(V)2021.0414.81
GCNMemory=O(V)2021.0414.8
MPNN-SumMemory=O(E)2021.0414.7
GraphSAGEMemory=O(V)2021.0414.53