Fields
Pick a domain and keep going deeper: field, subfield, topic. Every step lists the papers at that point or below it. The counts are papers that are accepted or in review; papers that were not accepted are in the full library.
Subfield
Long-range dependencies, heterophily, expressivity and graph transformers
Benchmarks: Long Range Graph Benchmark, LRGB reassessment, Heterophilous graphs (Platonov et al.), Large non-homophilous graphs and others. Datasets: Peptides-func / Peptides-struct, Heterophilous node datasets, Geom-GCN heterophily datasets, PascalVOC-SP / COCO-SP. Baselines: Tuned GCN / GatedGCN, Graphormer, SAN, GraphGPS and others.