Graph Neural Networks

AI Assets related to #Graph Neural Networks

Jupyter Notebook

ProGAP: Progressive Graph Neural Networks with Differential Privacy Guarantees

A novel progressive training algorithm for learning Graph Neural Networks with Differential Privacy guarantees

Jupyter Notebook

GAP: Differentially Private Graph Neural Networks with Aggregation Perturbation

A tailored Graph Neural Network architecture with Differential Privacy guarantees for both training and inference.

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gnn-tf

A graph neural network framework on tensorflow.

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JGNN

Graph Neural Networks on Native Java

Architecture of the locally private GNN model

Jupyter Notebook

Locally Private Graph Neural Networks

Federated training of Graph Neural Networks (GNNs) with Local Differential Privacy

Education resources related to #Graph Neural Networks

Network theory has very many application areas, where graphs are of primary importance, in e.g.,: -Communication networks -Epidemiology -Systems Biology -Social networks. Social Media (e.g., Twitter, Facebook, Instagram, to name a few) has had a ...

Graph Neural Networks

AI Assets related to #Graph Neural Networks

ProGAP: Progressive Graph Neural Networks with Differential Privacy Guarantees

GAP: Differentially Private Graph Neural Networks with Aggregation Perturbation

gnn-tf

JGNN

Locally Private Graph Neural Networks

Education resources related to #Graph Neural Networks

Graph Neural Networks Lecture

Network Theory. Social Media Analysis Module