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Representation learning for knowledge graphs (KGs) has focused on the problem of answering simple link prediction queries.
TuckER: Tensor Factorization for Knowledge Graph Completion
Balazevic, I.; Allen, C.; and Hospedales, T. M. 2019 · 1901
Earlier work this paper cites.
KG-BERT: BERT for Knowledge Graph Completion
Yao, L.; Mao, C.; and Luo, Y. 2019 · 1909
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Using local knowledge graph construction to scale seq2seq models to multi-document inputs
Fan, A.; Gardent, C.; Braud, C.; and Bordes, A. 2019 · 1910
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CoKE: Contextualized Knowledge Graph Embedding
Wang, Q.; Huang, P.; Wang, H.; Dai, S.; Jiang, W.; Liu, J.; Lyu, Y.; Zhu, Y.; and Wu, H. 2019 · 1911
Earlier work this paper cites.
Message Passing for Query Answering over Knowledge Graphs
Daza, D. O.; and Cochez, M. 2020 · 2002
Earlier work this paper cites.
Symbolic Querying of Vector Spaces: Probabilistic Databases Meets Relational Embeddings
Friedman, T.; and den Broeck, G. V. 2020 · 2002
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Query2box: Reasoning over Knowledge Graphs in Vector Space using Box Embeddings
Ren, H.; Hu, W.; and Leskovec, J. 2020 · 2002
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Answering Complex Queries in Knowledge Graphs with Bidirectional Sequence Encoders
Kotnis, B.; Lawrence, C.; and Niepert, M. 2020 · 2004
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BoxE: A Box Embedding Model for Knowledge Base Completion
Abboud, R.; Ceylan, İ. İ.; Lukasiewicz, T.; and Salvatori, T. 2020 · 2007
Earlier work this paper cites.
Complex Query Answering with Neural Link Predictors
Arakelyan, E.; Daza, D.; Minervini, P.; and Cochez, M. 2020 · 2011
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Translating Embeddings for Modeling Multi-relational Data
Bordes, A.; Usunier, N.; Garcia-Duran, A.; Weston, J.; and Yakhnenko, O. 2013 · 2013
Earlier work this paper cites.
Embedding Entities and Relations for Learning and Inference in Knowledge Bases
Yang, B.; tau Yih, W.; He, X.; Gao, J.; and Deng, L. 2014 · 2014
Cited alongside, same era.
Traversing Knowledge Graphs in Vector Space
Guu, K.; Miller, J.; and Liang, P. 2015 · 2015
Cited alongside, same era.
Context-Dependent Knowledge Graph Embedding
Luo, Y.; Wang, Q.; Wang, B.; and Guo, L. 2015 · 2015
Cited alongside, same era.
A Review of Relational Machine Learning for Knowledge Graphs
Nickel, M.; Murphy, K.; Tresp, V.; and Gabrilovich, E. 2016 · 2015
Cited alongside, same era.
Observed versus latent features for knowledge base and text inference
Toutanova, K.; and Chen, D. 2015 · 2015
Cited alongside, same era.
Chains of Reasoning over Entities, Relations, and Text using Recurrent Neural Networks
Das, R.; Neelakantan, A.; Belanger, D.; and McCallum, A. 2017 · 2017
Modeling Relational Data with Graph Convolutional Networks
Schlichtkrull, M.; Kipf, T. N.; Bloem, P.; van den Berg, R.; Titov, I.; and Welling, M. 2018 · 2018
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A2N: Attending to Neighbors for Knowledge Graph Inference
Bansal, T.; Juan, D.-C.; Ravi, S.; and McCallum, A. 2019 · 2019
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TransGCN: Coupling Transformation Assumptions with Graph Convolutional Networks for Link Prediction
Cai, L.; Yan, B.; Mai, G.; Janowicz, K.; and Zhu, R. 2019 · 2019
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BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Devlin, J.; Chang, M.-W.; Lee, K.; and Toutanova, K. 2019 · 2019
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Attending to Future Tokens for Bidirectional Sequence Generation
Lawrence, C.; Kotnis, B.; and Niepert, M. 2019 · 2019
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Cited alongside, same era.
Attention is All you Need
Vaswani, A.; Shazeer, N.; Parmar, N.; Uszkoreit, J.; Jones, L.; Gomez, A. N.; Kaiser, L. u.; and Polosukhin, I. 2017 · 2017
Cited alongside, same era.
Go for a Walk and Arrive at the Answer: Reasoning Over Paths in Knowledge Bases using Reinforcement Learning
Das, R.; Dhuliawala, S.; Zaheer, M.; Vilnis, L.; Durugkar, I.; Krishnamurthy, A.; Smola, A.; and McCallum, A. 2018 · 2018
Cited alongside, same era.
Convolutional 2D Knowledge Graph Embeddings
Dettmers, T.; Minervini, P.; Stenetorp, P.; and Riedel, S. 2018 · 2018
Cited alongside, same era.
Embedding Logical Queries on Knowledge Graphs
Hamilton, W. L.; Bajaj, P.; Zitnik, M.; Jurafsky, D.; and Leskovec, J. 2018 · 2018
Cited alongside, same era.
Answering Natural Language Questions by Subgraph Matching over Knowledge Graphs (Extended Abstract)
Hu, S.; Zou, L.; Yu, J. X.; Wang, H.; and Zhao, D. 2018 · 2018
Cited alongside, same era.
Contextual Graph Attention for Answering Logical Queries over Incomplete Knowledge Graphs
Mai, G.; Janowicz, K.; Yan, B.; Zhu, R.; Cai, L.; and Lao, N. 2019 · 2019
Later among the works it cites.
Language Models as Knowledge Bases?
Petroni, F.; Rocktäschel, T.; Riedel, S.; Lewis, P.; Bakhtin, A.; Wu, Y.; and Miller, A. 2019 · 2019
Later among the works it cites.
Message Passing for Complex Question Answering over Knowledge Graphs
Vakulenko, S.; Fernandez Garcia, J. D.; Polleres, A.; de Rijke, M.; and Cochez, M. 2019 · 2019
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Learning to Hash for Efficient Search Over Incomplete Knowledge Graphs
Wang, M.; Shen, H.; Wang, S.; Yao, L.; Jiang, Y.; Qi, G.; and Chen, Y. 2019 · 2019
Later among the works it cites.
Quaternion Knowledge Graph Embeddings
Zhang, S.; Tay, Y.; Yao, L.; and Liu, Q. 2019 · 2019
Later among the works it cites.