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• W3184206623 abstract "Although Graph Convolutional Networks (GCNs) have demonstrated their power in various applications, the graph convolutional layers, as the most important component of GCN, are still using linear transformations and a simple pooling step. In this paper, we propose a novel generalization of Factorized Bilinear (FB) layer to model the feature interactions in GCNs. FB performs two matrix-vector multiplications, that is, the weight matrix is multiplied with the outer product of the vector of hidden features from both sides. However, the FB layer suffers from the quadratic number of coefficients, overfitting and the spurious correlations due to correlations between channels of hidden representations that violate the i.i.d. assumption. Thus, we propose a compact FB layer by defining a family of summarizing operators applied over the quadratic term. We analyze proposed pooling operators and motivate their use. Our experimental results on multiple datasets demonstrate that the GFB-GCN is competitive with other methods for text classification." @default.
• W3184206623 created "2021-08-02" @default.
• W3184206623 creator A5002212263 @default.
• W3184206623 creator A5028028879 @default.
• W3184206623 date "2021-07-24" @default.
• W3184206623 modified "2023-09-28" @default.
• W3184206623 title "Graph Convolutional Network with Generalized Factorized Bilinear Aggregation." @default.
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• W3184206623 hasPublicationYear "2021" @default.
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