Search Results for author: Zelin Yao

Found 2 papers, 2 papers with code

Hi-GMAE: Hierarchical Graph Masked Autoencoders

1 code implementation17 May 2024 Chuang Liu, Zelin Yao, Yibing Zhan, Xueqi Ma, Dapeng Tao, Jia Wu, Wenbin Hu, Shirui Pan, Bo Du

To ensure masking uniformity of subgraphs across these scales, we propose a novel coarse-to-fine strategy that initiates masking at the coarsest scale and progressively back-projects the mask to the finer scales.

Self-Supervised Learning

Gradformer: Graph Transformer with Exponential Decay

1 code implementation24 Apr 2024 Chuang Liu, Zelin Yao, Yibing Zhan, Xueqi Ma, Shirui Pan, Wenbin Hu

Therefore, this paper presents Gradformer, a method innovatively integrating GT with the intrinsic inductive bias by applying an exponential decay mask to the attention matrix.

Graph Classification Inductive Bias

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