ResearchBenchmarksGraph Regression on ZINC (Unseen Graph)Follow0.281MAEEGC-M0.273240.325620.3780.43038Apr 3, 2021Evaluation ResultsMethodMethodLinksMAEEGC-MMemory=O(V)Memory=O(V)2021.040.281PNAMemory=O(E)Memory=O(E)2021.040.32EGC-SMemory=O(V)Memory=O(V)2021.040.364MPNN-SumMemory=O(E)Memory=O(E)2021.040.381GINMemory=O(V)Memory=O(V)2021.040.387GATv2Memory=O(E)Memory=O(E)2021.040.447GCNMemory=O(V)Memory=O(V)2021.040.459GraphSAGEMemory=O(V)Memory=O(V)2021.040.468MPNN-MaxMemory=O(E)Memory=O(E)2021.040.468GATMemory=O(E)Memory=O(E)2021.040.475