Projects

Updated 9 months ago

unified-graph-transformer • Science 67%

Unified Graph Transformer (UGT) is a novel Graph Transformer model specialised in preserving both local and global graph structures and developed by NS Lab @ CUK based on pure PyTorch backend.

graph graph-neural-networks graph-representation-learning graph-transformer pretrained-graph-model self-supervised-graph-learning structure-preserving-graph-transformer transformers

Updated 9 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

Updated 9 months ago

https://github.com/cornell-zhang/hoga • Science 23%

Hop-Wise Graph Attention for Scalable and Generalizable Learning on Circuits

distributed-training electronic-design-automation graph-learning graph-transformer logic-synthesis

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Open Source Science

unified-graph-transformer • Science 67%

community-aware-graph-transformer • Science 67%

https://github.com/cornell-zhang/hoga • Science 23%