83 citations · 242 across the 62 of their papers we have counts for
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cs.SI2020★ 21 cited
GraphCrop: Subgraph Cropping for Graph Classification
Yiwei Wang, Wei Wang, Yuxuan Liang +2
We present a new method to regularize graph neural networks (GNNs) for better generalization in graph classification. Observing that the omission of sub-structures does not necessa…
cs.CV2020★ 39 cited
DeepEMD: Differentiable Earth Mover's Distance for Few-Shot Learning
Chi Zhang, Yujun Cai, Guosheng Lin +1
In this work, we develop methods for few-shot image classification from a new perspective of optimal matching between image regions. We employ the Earth Mover's Distance (EMD) as a…