Projects

Updated 6 months ago

lifelong-learning • Science 67%

Lifelong Learning of Graph Neural Networks for Open-World Node Classification

continual-learning deep-learning evolving-graphs graph-convolutional-networks graph-neural-networks lifelong-learning node-classification pytorch unseen-class-detection

Updated 6 months ago

torch-rgcn • Science 67%

A PyTorch implementation of the Relational Graph Convolutional Network (RGCN).

graph-convolutional-network graph-neural-network link-prediction node-classification relational-graphs

Updated 6 months ago

community-aware-graph-transformer • Science 67%

Community-aware Graph Transformer (CGT) is a novel Graph Transformer model that utilizes community structures to address node degree biases in message-passing mechanism and developed by NS Lab @ CUK based on pure PyTorch backend.

degree-bias degree-fairness graph-algorithms graph-neural-networks graph-representation-learning graph-theory graph-transformer graphs node-classification pretrained-graph-model self-supervised-graph-learning transformer

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Open Source Science

lifelong-learning • Science 67%

torch-rgcn • Science 67%

community-aware-graph-transformer • Science 67%