Datasets › PATTERN
PATTERN
PATTERN is a node classification tasks generated with Stochastic Block Models, which is widely used to model communities in social networks by modulating the intra- and extra-communities connections, thereby controlling the difficulty of the task. PATTERN tests the fundamental graph task of recognizing specific predetermined subgraphs.
Benchmarks archive 2025-07-28
All 1 leaderboard 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 | PATTERN | CKGCN Accuracy 88.661 | CKGConv: General Graph Convolution with Continuous Kernels | networkslab/ckgconv | 11 | Compare |
Papers archive 2025-07-28
11 shown of 11 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 153. 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 | |||
|---|---|---|---|---|
| Unlocking the Potential of Classic GNNs for Graph-level Tasks: Simple Architectures Meet Excellence | 1 | 1 | 13 Feb 2025 | ran 4 of 12 samples (8 unverified) |
| Learning Long Range Dependencies on Graphs via Random Walks | 1 | 1 | 5 Jun 2024 | ran 13 of 13 samples (0 unverified) |
| CKGConv: General Graph Convolution with Continuous Kernels | 1 | 1 | 21 Apr 2024 | ran 8 of 11 samples (3 unverified; 11 pointer-only for licence) |
| Topology-Informed Graph Transformer | 2 | 1 | 3 Feb 2024 | ran 14 of 21 samples (7 unverified; 21 pointer-only for licence) |
| Graph Transformers without Positional Encodings | 0 | 1 | 31 Jan 2024 | not harvested |
| Graph Inductive Biases in Transformers without Message Passing | 2 | 1 | 27 May 2023 | ran 6 of 12 samples (6 unverified) |
| Graph Propagation Transformer for Graph Representation Learning | 1 | 1 | 19 May 2023 | ran 4 of 8 samples (4 unverified; 8 pointer-only for licence) |
| Exphormer: Sparse Transformers for Graphs | 1 | 1 | 10 Mar 2023 | ran 1 of 1 samples (0 unverified) |
| Recipe for a General, Powerful, Scalable Graph Transformer | 4 | 1 | 25 May 2022 | ran 3 of 21 samples (18 unverified) |
| Global Self-Attention as a Replacement for Graph Convolution | 3 | 1 | 7 Aug 2021 | ran 0 of 4 samples (4 unverified) |
| Benchmarking Graph Neural Networks | 15 | 1 | 2 Mar 2020 | ran 1 of 23 samples (22 unverified) |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
Unknown
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- PATTERN
1 variant name, as the archive lists them.
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