Datasets › Long Range Graph Benchmark (LRGB)
Long Range Graph Benchmark (LRGB)
The Long Range Graph Benchmark (LRGB) is a collection of 5 graph learning datasets that arguably require long-range reasoning to achieve strong performance in a given task. The 5 datasets in this benchmark can be used to prototype new models that can capture long range dependencies in graphs.
| Dataset | Domain | Task |
|---|---|---|
| PascalVOC-SP | Computer Vision | Node Classification |
| COCO-SP | Computer Vision | Node Classification |
| PCQM-Contact | Quantum Chemistry | Link Prediction |
| Peptides-func | Chemistry | Graph Classification |
| Peptides-struct | Chemistry | Graph Regression |
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 | ||||
|---|---|---|---|---|---|---|
| Graph Classification | Peptides-func | ESA + RWSE (Edge set attention, Random Walk Structural Encoding, + validation set) AP 0.7479 | An end-to-end attention-based approach for learning on graphs | davidbuterez/edge-set-attention | 44 | Compare |
| Graph Regression | Peptides-struct | ESA + RWSE (Edge set attention, Random Walk Structural Encoding, tuned) MAE 0.2393±0.0004 | An end-to-end attention-based approach for learning on graphs | davidbuterez/edge-set-attention | 39 | Compare |
| Node Classification | COCO-SP | NeuralWalker macro F1 0.4398 ± 0.0033 | Learning Long Range Dependencies on Graphs via Random Walks | borgwardtlab/neuralwalker | 19 | Compare |
| Link Prediction | PCQM-Contact | ViT-PS Hits@1 0.3287 | Learning Probabilistic Symmetrization for Architecture... | jw9730/lps | 18 | Compare |
Papers archive 2025-07-28
30 shown of 32 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 76. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
The full list of 32 is in the JSON twin.
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- Long Range Graph Benchmark (LRGB)
- PascalVOC-SP
- COCO-SP
- Peptides-func
- Peptides-struct
- PCQM-Contact
6 variant names, 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