You can also find my articles on Google Scholar or Arxiv
2024
William Leeney and Ryan McConville. Unsupervised Optimisation of GNNs for Node Clustering. Under Submission, arXiv. (.pdf) (code) (bibtex)
@article{leeney2024investigation,
title={Unsupervised Optimisation of GNNs for Node Clustering.},
author={Leeney, William and McConville, Ryan},
journal={arXiv preprint arXiv:2402.07845},
year={2024}
}
William Leeney and Ryan McConville. A Framework for Exploring Federated Community Detection. Graphs and more Complex Structures For Learning and Reasoning Workshop at the Thirty-Eighth AAAI Conference on Artificial Intelligence (2024). (.pdf) (video) (poster) (bibtex)
@article{leeney2024framework,
title={A Framework for Exploring Federated Community Detection},
author={Leeney, William and McConville, Ryan},
journal={Graphs and more Complex Structures For Learning and Reasoning Workshop at the Thirty-Eighth AAAI Conference on Artificial Intelligence (2024)},
year={2024}
}
William Leeney and Ryan McConville. Uncertainty in GNN Learning Evaluations: A Comparison Between Measures for Quantifying Randomness in GNN Community Detection. Advances in Complex Networks and Their Applications, from COMPLEX NETWORKS, 2023. Complexity, Entropy (2024). (.pdf) (code) (bibtex)
@article{leeney2024uncertainty,
title={Uncertainty in GNN Learning Evaluations: A Comparison Between Measures for Quantifying Randomness in GNN Community Detection},
author={Leeney, William and McConville, Ryan},
journal={Advances in Complex Networks and Their Applications, from COMPLEX NETWORKS, 2023. Complexity, Entropy},
year={2024}
}
2023
William Leeney and Ryan McConville. Uncertainty in GNN Learning Evaluations: The Importance of a Consistent Benchmark for Community Detection. Twelfth International Conference on Complex Networks & Their Applications (2023). (Oral) (.pdf) (video) (code) (bibtex)
@inproceedings{ugle2023leeney,
title={Uncertainty in GNN Learning Evaluations: The Importance of a Consistent Benchmark for Community Detection.},
author={Leeney, William and McConville, Ryan},
year=2023,
booktitle={Twelfth International Conference on Complex Networks \& Their Applications},
organization={Springer}
}
