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Disentangle-based Continual Graph Representation Learning proposes a framework (DiCGRL) to address the issue of continual learning in graph representation learning, which aims to learn new data while avoiding catastrophic forgetting of old knowledge. DiCGRL consists of two modules: a disentangle module that decouples relational triplets into independent components and learns disentangled graph embeddings using Knowledge Graph Embedding (KGE) and Network Embedding (NE), and an updating module that selects relevant old relational triplets and updates their corresponding components when new data arrives. Experimental results show that DiCGRL effectively alleviates catastrophic forgetting and outperforms existing continual learning models.

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Disentangle-based Continual Graph Representation Learning proposes a framework (DiCGRL) to address the issue of continual learning in graph representation...

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  • File Format: PDF
  • File Size: 743 KB
  • Pages: 12
  • Language: EN
  • Total Downloads: 99
  • Last Updated: 2 weeks ago

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