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cs.LG2023
Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark
Jan Tönshoff, Martin Ritzert, Eran Rosenbluth +1
The recent Long-Range Graph Benchmark (LRGB, Dwivedi et al. 2022) introduced a set of graph learning tasks strongly dependent on long-range interaction between vertices. Empirical…
cs.LG2023
WL meet VC
Christopher Morris, Floris Geerts, Jan Tönshoff +1
Recently, many works studied the expressive power of graph neural networks (GNNs) by linking it to the -dimensional Weisfeiler--Leman algorithm (). Here, t…