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End of preview. Expand
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Dataset Card for CSK
Dataset Summary
The CSL dataset is a synthetic dataset, to test GNN expressivity.
Supported Tasks and Leaderboards
CSL should be used for binary graph classification, on isomoprhism or not.
External Use
PyGeometric
To load in PyGeometric, do the following:
from datasets import load_dataset
from torch_geometric.data import Data
from torch_geometric.loader import DataLoader
dataset_hf = load_dataset("graphs-datasets/<mydataset>")
# For the train set (replace by valid or test as needed)
dataset_pg_list = [Data(graph) for graph in dataset_hf["train"]]
dataset_pg = DataLoader(dataset_pg_list)
Dataset Structure
Data Properties
| property | value |
|---|---|
| #graphs | 150 |
| average #nodes | 41.0 |
| average #edges | 164.0 |
Data Fields
Each row of a given file is a graph, with:
node_feat(list: #nodes x #node-features): nodesedge_index(list: 2 x #edges): pairs of nodes constituting edgesedge_attr(list: #edges x #edge-features): for the aforementioned edges, contains their featuresy(list: #labels): contains the number of labels available to predictnum_nodes(int): number of nodes of the graph
Data Splits
This data is split. It comes from the PyGeometric version of the dataset.
Additional Information
Licensing Information
The dataset has been released under MIT license.
Citation Information
@article{DBLP:journals/corr/abs-2003-00982,
author = {Vijay Prakash Dwivedi and
Chaitanya K. Joshi and
Thomas Laurent and
Yoshua Bengio and
Xavier Bresson},
title = {Benchmarking Graph Neural Networks},
journal = {CoRR},
volume = {abs/2003.00982},
year = {2020},
url = {https://arxiv.org/abs/2003.00982},
eprinttype = {arXiv},
eprint = {2003.00982},
timestamp = {Sat, 23 Jan 2021 01:14:30 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2003-00982.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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