Datasets › genius

genius

Introduced by Derek Lim et al. in Large Scale Learning on Non-Homophilous Graphs: New Benchmarks and Strong Simple Methods27 Oct 2021 archive 2025-07-28

node classification on genius

Benchmarks archive 2025-07-28

All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Node Classification genius Dual-Net GNN Accuracy 91.45±0.11 Feature Selection: Key to Enhance Node Classification... sunilkmaurya/DualNetGNN_large 26 Compare
Node Classification on Non-Homophilic (Heterophilic) Graphs genius ClenshawGCN 1:1 Accuracy 91.69 ± 0.25 Clenshaw Graph Neural Networks yuziGuo/ClenshawGNN 26 Compare

Papers archive 2025-07-28

17 shown of 17 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 37. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Addressing Heterophily in Node Classification with Graph Echo State Networks 1 1 14 May 2023 not harvested
Graph Neural Networks with Learnable and Optimal Polynomial Bases 1 1 24 Feb 2023 not harvested
Feature Selection: Key to Enhance Node Classification with Graph Neural Networks 1 1 25 Jan 2023 not harvested
Clenshaw Graph Neural Networks 1 1 29 Oct 2022 not harvested
Revisiting Heterophily For Graph Neural Networks 1 10 14 Oct 2022 ran 2 of 7 samples (5 unverified)
Gradient Gating for Deep Multi-Rate Learning on Graphs 1 1 2 Oct 2022 ran 0 of 3 samples (3 unverified)
Finding Global Homophily in Graph Neural Networks When Meeting Heterophily 1 6 15 May 2022 not harvested
Large Scale Learning on Non-Homophilous Graphs: New Benchmarks and Strong Simple Methods 5 8 27 Oct 2021 ran 7 of 21 samples (14 unverified; 4 pointer-only for licence)
New Benchmarks for Learning on Non-Homophilous Graphs 1 4 3 Apr 2021 not harvested
Combining Label Propagation and Simple Models Out-performs Graph Neural Networks 7 4 27 Oct 2020 ran 2 of 5 samples (3 unverified; 2 pointer-only for licence)
Simple and Deep Graph Convolutional Networks 4 2 4 Jul 2020 ran 5 of 7 samples (2 unverified; 4 pointer-only for licence)
Adaptive Universal Generalized PageRank Graph Neural Network 1 2 14 Jun 2020 ran 0 of 2 samples (2 unverified; 2 pointer-only for licence)
MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing 3 2 30 Apr 2019 not harvested
Simplifying Graph Convolutional Networks 7 4 19 Feb 2019 ran 3 of 8 samples (5 unverified)
Predict then Propagate: Graph Neural Networks meet Personalized PageRank 5 2 14 Oct 2018 ran 1 of 12 samples (11 unverified)
Graph Attention Networks 93 1 30 Oct 2017 ran 50 of 106 samples (56 unverified; 43 pointer-only for licence)
Semi-Supervised Classification with Graph Convolutional Networks 55 2 9 Sep 2016 ran 31 of 58 samples (27 unverified; 22 pointer-only for licence)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • genius

1 variant name, as the archive lists them.

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