Escaping Feature Twist: A Variational Graph Auto-Encoder for Node Clustering
Authors: Nairouz Mrabah, Mohamed Bouguessa, Riadh Ksantini
IJCAI 2022 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | We conduct various experiments to validate the contributions of the proposed approach. The obtained results provide strong evidence that our model can improve the clustering performance over several state-of-the-art deep graph clustering methods by escaping Feature Twist. |
| Researcher Affiliation | Academia | Nairouz Mrabah1 , Mohamed Bouguessa1 and Riadh Ksantini2 1University of Quebec at Montreal, Montreal, QC, Canada 2University of Bahrain, Kingdom of Bahrain |
| Pseudocode | No | The full algorithm and its complexity analysis are provided in Appendix F and Appendix G, respectively, due to page limit restrictions. |
| Open Source Code | Yes | Our code is available on https://github.com/nairouz/FT-VGAE. |
| Open Datasets | Yes | We select six datasets for our experiments: three citation networks [Sen et al., 2008] (Cora, Citeseer, and Pubmed) and three air traffic networks [Sen et al., 2008] (Brazil Air Traffic, US Air Traffic, and Europe Air Traffic). |
| Dataset Splits | No | No explicit dataset splits (e.g., percentages, counts) for training, validation, or testing were found in the main text of the paper. Details are deferred to Appendix I. |
| Hardware Specification | No | All experiments are performed under the same hardware and software environments as described in Appendix J. Specific hardware details are not provided in the main text. |
| Software Dependencies | No | All experiments are performed under the same hardware and software environments as described in Appendix J. Specific software dependencies with version numbers are not provided in the main text. |
| Experiment Setup | No | The architecture, learning rates, and all the other hyper-parameters of FT-VGAE are specified and discussed in Appendix H. These details are not in the main text. |