Datasets › Chameleon(60%/20%/20% random splits)
Chameleon(60%/20%/20% random splits)
Node classification on Chameleon with 60%/20%/20% random splits for training/validation/test.
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) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Node Classification on Non-Homophilic (Heterophilic) Graphs | Chameleon(60%/20%/20% random splits) | ACM-GCN+ 1:1 Accuracy 76.08 ± 2.13 | Revisiting Heterophily For Graph Neural Networks | SitaoLuan/ACM-GNN | 32 | Compare |
| Node Classification | Chameleon(60%/20%/20% random splits) | NCSAGE Accuracy 48.07 ± 3.47 | Clarify Confused Nodes via Separated Learning | GISec-Team/NCGNN | 2 | Compare |
Papers archive 2025-07-28
15 shown of 15 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 17. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Clarify Confused Nodes via Separated Learning | 1 | 2 | 4 Jun 2023 | not harvested |
| Revisiting Heterophily For Graph Neural Networks | 1 | 16 | 14 Oct 2022 | ran 2 of 7 samples (5 unverified) |
| BernNet: Learning Arbitrary Graph Spectral Filters via Bernstein Approximation | 1 | 1 | 21 Jun 2021 | ran 0 of 1 samples (1 unverified; 1 pointer-only for licence) |
| Beyond Low-frequency Information in Graph Convolutional Networks | 1 | 1 | 4 Jan 2021 | not harvested |
| Simple and Deep Graph Convolutional Networks | 4 | 2 | 4 Jul 2020 | ran 5 of 7 samples (2 unverified; 4 pointer-only for licence) |
| Beyond Homophily in Graph Neural Networks: Current Limitations and Effective Designs | 4 | 1 | 20 Jun 2020 | ran 13 of 21 samples (8 unverified; 6 pointer-only for licence) |
| Adaptive Universal Generalized PageRank Graph Neural Network | 1 | 1 | 14 Jun 2020 | ran 0 of 2 samples (2 unverified; 2 pointer-only for licence) |
| Geom-GCN: Geometric Graph Convolutional Networks | 4 | 1 | 13 Feb 2020 | ran 7 of 7 samples (0 unverified; 7 pointer-only for licence) |
| Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks | 1 | 2 | 5 Jun 2019 | ran 1 of 9 samples (8 unverified) |
| MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing | 3 | 1 | 30 Apr 2019 | not harvested |
| Simplifying Graph Convolutional Networks | 7 | 2 | 19 Feb 2019 | ran 3 of 8 samples (5 unverified) |
| Predict then Propagate: Graph Neural Networks meet Personalized PageRank | 5 | 1 | 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) |
| Inductive Representation Learning on Large Graphs | 20 | 1 | 7 Jun 2017 | ran 3 of 5 samples (2 unverified; 5 pointer-only for licence) |
| Semi-Supervised Classification with Graph Convolutional Networks | 55 | 1 | 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
- Chameleon(60%/20%/20% random splits)
1 variant name, as the archive lists them.
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections