Construct · 1 fields · 1 citations

oversmoothing: a standalone construct

One name. One construct. A landmark on the map.

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oversmoothing1 CONSTRUCTOversmoothingLI · MACHINE LEARNING

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Machine learning

stacking many graph convolution layers makes node representations converge toward indistinguishable values, because each layer is a form of Laplacian smoothing.

In machine learning, oversmoothing refers to stacking many graph convolution layers makes node representations converge toward indistinguishable values, because each layer is a form of Laplacian smoothing. This meaning comes from Li (2018) in Proceedings of the AAAI Conference on Artificial Intelligence.[1]

Unit
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Nearby constructs

convolution3 fields · 3 citationsjingle · one word, three constructsform4 fields · 7 citationsjingle · one word, four constructsintelligence6 fields · 14 citationsjingle · one name, six constructs

References

  1. Li, Q., Han, Z., & Wu, X. (2018). Deeper Insights Into Graph Convolutional Networks for Semi-Supervised Learning. Proceedings of the AAAI Conference on Artificial Intelligence, 32(1). https://doi.org/10.1609/aaai.v32i1.11604

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