{"url":"/dataset/amazon-photo","name":"Amazon Photo","full_name":"Amazon Photo","description_markdown":"Amazon Photo","description_withheld":null,"homepage":"","introduced_date":null,"introduced_date_note":null,"introduced_by":null,"license":null,"modalities":[],"tasks":[{"name":"Node Classification","url":"/task/node-classification","datasets_with_task":"/datasets/task/node-classification"},{"name":"Node Clustering","url":"/task/node-clustering","datasets_with_task":"/datasets/task/node-clustering"}],"languages":[],"variants":["Amazon Photo"],"data_loaders":[],"num_papers_in_archive":11,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/node-classification-on-amazon-photo-1","task":"Node Classification","dataset_variant":"Amazon Photo","rows":11,"metrics":["Accuracy"],"first_row_in_archive_order":{"model":"GraphSAGE","paper":"/paper/classic-gnns-are-strong-baselines-reassessing","metrics":{"Accuracy":"96.78 ± 0.23"},"code_links":[{"title":"LUOyk1999/tunedGNN","url":"https://github.com/LUOyk1999/tunedGNN"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/mixture-of-experts-meets-decoupled-message","title":"Mixture of Experts Meets Decoupled Message Passing: Towards General and Adaptive Node Classification","date":"2024-12-11","rows_on_this_dataset":3,"code_links":1,"syntology":null},{"paper":"/paper/classic-gnns-are-strong-baselines-reassessing","title":"Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification","date":"2024-06-13","rows_on_this_dataset":3,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":9,"samples_ran":2,"samples_unverified":7,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/inferring-from-references-with-differences","title":"Inferring from References with Differences for Semi-Supervised Node Classification on Graphs","date":"2022-04-11","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/distilling-self-knowledge-from-contrastive","title":"Distilling Self-Knowledge From Contrastive Links to Classify Graph Nodes Without Passing Messages","date":"2021-06-16","rows_on_this_dataset":4,"code_links":2,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":1,"samples_ran":0,"samples_unverified":1,"pointer_only_for_licence":1,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":2,"samples_harvested":10,"samples_ran":2,"samples_unverified":8,"pointer_only_for_licence":1,"papers_with_no_sample_that_ran":1,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}