Datasets › City-Networks
City-Networks
City-Networks, a transductive learning dataset for testing long-range dependencies in Graph Neural Networks (GNNs). In particular, the dataset contains four large-scale city maps: Paris, Shanghai, L.A., and London, where nodes represent intersections and edges represent road segments.
Benchmarks archive 2025-07-28
All 4 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 | Log Angeles | IM-GCN Average Top-1 Accuracy 62.4 ± 0.3 | Improving the Effective Receptive Field of... | bgu-cs-vil/im-mpnn | 5 | Compare |
| Node Classification | London | IM-GCN Average Top-1 Accuracy 58.9 ± 0.1 | Improving the Effective Receptive Field of... | bgu-cs-vil/im-mpnn | 5 | Compare |
| Node Classification | Paris | IM-GCN Average Top-1 Accuracy 55.3 ± 0.3 | Improving the Effective Receptive Field of... | bgu-cs-vil/im-mpnn | 5 | Compare |
| Node Classification | Shanghai | IM-GCN Average Top-1 Accuracy 67.8 ± 0.1 | Improving the Effective Receptive Field of... | bgu-cs-vil/im-mpnn | 5 | Compare |
Papers archive 2025-07-28
2 shown of 2 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 2. 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 | |||
|---|---|---|---|---|
| Improving the Effective Receptive Field of Message-Passing Neural Networks | 1 | 4 | 29 May 2025 | ran 1 of 1 samples (0 unverified) |
| Towards Quantifying Long-Range Interactions in Graph Machine Learning: a Large Graph Dataset and a Measurement | 1 | 16 | 12 Mar 2025 | ran 3 of 3 samples (0 unverified; 3 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
No modality tagged.
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- City-Networks
- Paris
- Shanghai
- Log Angeles
- London
5 variant names, as the archive lists them.
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