GCSAE-graph clustering Files

Brought to you by: proj-res1

The interactive file manager requires Javascript. Please enable it or use sftp or scp.
You may still browse the files here.

Name	Modified	Size	InfoDownloads / Week
Parent folder
utils.py	2025-06-04	4.4 kB	0
sim_loss.py	2025-06-04	1.8 kB	0
sim_model.py	2025-06-04	3.0 kB	0
batch_sampler.py	2025-06-04	6.9 kB	0
clustering_metrics.py	2025-06-04	3.5 kB	0
clustering_module.py	2025-06-04	2.9 kB	0
plot_clusters.py	2025-06-04	967 Bytes	0
Totals: 7 Items		23.4 kB	0

Graph Clustering via Similarity-Aware Embeddings (GCSAE)

Deep graph clustering via RBF-Optimized embeddings with self-supervised learning

Requirements

[!NOTE] Higher versions should be also compatible.

torch
torchvision
torchaudio
torch-scatter
torch-sparse
torch-cluster
munkres
kmeans-pytorch
Scipy
Scikit-learn

pip install -r requirements.txt

Model

framework

Reproduction

The same code can be used for Citeseer, Amazon-Photo and Amazon-Computers by changing the dataset name.

Cora !python train.py --runs 1 --dataset 'Computers' --hidden '512' --1_1 100 --l_2 --tau 0.5 --ns 0.5 --lr 0.0005 --epochs_sim 150 --epochs_cluster 150 --wd 1e-3 --alpha 0.9

Source: README.md, updated 2025-06-04

Other Useful Business Software

Ship Agents Faster Icon

Ship Agents Faster

Transform your applications and workflows into powerful agentic systems at global scale.

Gemini Enterprise Agent Platform lets you rapidly build, scale, govern and optimize production-ready agents grounded in your organization's data. The platform enables developers to build custom or pre-built agents for virtually any use case. New customers get $300 in free credits.

Start Free

$300 Free Credits to Build on Google Cloud Icon

$300 Free Credits to Build on Google Cloud

New customers can spin up VMs, build with AI, and query data at no cost.

Put your $300 in credit toward real workloads, then keep building with free monthly usage for 20+ products. No commitment and no charge until you upgrade.

Start Free

Ship Agents Faster

Transform your applications and workflows into powerful agentic systems at global scale.

Gemini Enterprise Agent Platform lets you rapidly build, scale, govern and optimize production-ready agents grounded in your organization's data. The platform enables developers to build custom or pre-built agents for virtually any use case. New customers get $300 in free credits.

Start Free

Recommended Projects

Clustering by Shared Subspaces
Grouping Points by Shared Subspaces for Effective Subspace Clustering
Graph
Graph is a program used for drawing graphs of mathematical functions. It is easy to use while having a lot of features and settings. Official web site is located at http://www.padowan.dk
MATLAB spectral clustering package
A MATLAB spectral clustering package to handle large data sets (200,000 RCV1 data) on a 4GB memory general machine. We implement various ways of approximating the dense similarity matrix, including nearest neighbors and the Nystrom method.
Clustering Variation
Clustering Variation looks for a good subset of attributes in order to improve the classification accuracy of supervised learning techniques in classification problems with a huge number of attributes involved. It first creates a ranking of attributes based on the Variation value, then divide into two groups, last using Verification method to select the best group.
Ka Clustering Tools
Ka is a set of tools designed to help the installation and later the use/administration of a cluster of PC's under Linux. It currently includes a solution for the parallel installation of Linux on many machines, and tools for deploying data or launching