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Negative Sampling for KGE

  1. Knowledge Graph Embedding by Translating on Hyperplanes[AAAI2014]

  2. Enhancing Knowledge Graph Embedding with Probabilistic Negative Sampling [WWW2017]

  3. KBGAN: Adversarial Learning for Knowledge Graph Embeddings[NAACL2018]

  4. Incorporating GAN for Negative Sampling in Knowledge Representation Learning[AAAI2018]

  5. NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding[ICDE2019]

  6. Knowledge Graph Embedding Based on Adaptive Negative Sampling[ICPCSEE 2019]

  7. ROTATE: KNOWLEDGE GRAPH EMBEDDING BY RELA- TIONAL ROTATION IN COMPLEX SPACE[ICLR2019]

  8. Affinity Dependent Negative Sampling for Knowledge Graph Embeddings[DL4KG@ESWC 2020]

  9. Aggregating neighborhood information for negative sampling for knowledge graph embedding[Neural Computing and Applications 2020]

  10. Structure Aware Negative Sampling in Knowledge Graphs[EMNLP2020]

  11. Injecting Background Knowledge into Embedding Models for Predictive Tasks on Knowledge Graphs [ESWC 2020]

  12. Understanding Negative Sampling in Graph Representation Learning[KDD2020]

  13. Analysis of the Impact of Negative Sampling on Link Prediction in Knowledge Graphs[Arxiv]

  14. Type-constrained representation learning in knowledge graphs [ISWC2015]

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