SPSE replaces random walk edge encodings with simple path counts and outperforms RWSE on most of the tested graph benchmarks, especially for cycle-rich molecular graphs.
Aromatic cycles are widespread in cold clouds
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Simple Path Structural Encoding for Graph Transformers
SPSE replaces random walk edge encodings with simple path counts and outperforms RWSE on most of the tested graph benchmarks, especially for cycle-rich molecular graphs.