Exploring the Limits of Few-Shot Link Prediction in Knowledge Graphs

Exploring the Limits of Few-Shot Link Prediction in Knowledge Graphs

5 February 2021

William L. Hamilton

Papers citing "Exploring the Limits of Few-Shot Link Prediction in Knowledge Graphs"

13 / 13 papers shown

Title
Meta Relational Learning for Few-Shot Link Prediction in Knowledge Graphs Yin Hua Wen Zhang Wei Zhang Qiang Chen Huajun Chen KELM 117 185 0 04 Sep 2019
Position-aware Graph Neural Networks Jiaxuan You Rex Ying J. Leskovec 81 495 0 11 Jun 2019
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Zhiqing Sun Zhihong Deng Jian-Yun Nie Jian Tang 85 2,108 0 26 Feb 2019
One-Shot Relational Learning for Knowledge Graphs Wenhan Xiong Mo Yu Shiyu Chang Xiaoxiao Guo William Yang Wang 88 217 0 27 Aug 2018
Representation Learning on Graphs: Methods and Applications William L. Hamilton Rex Ying J. Leskovec GNN 123 1,970 0 17 Sep 2017
Convolutional 2D Knowledge Graph Embeddings Tim Dettmers Pasquale Minervini Pontus Stenetorp Sebastian Riedel GNN 3DV 163 2,591 0 05 Jul 2017
Modeling Relational Data with Graph Convolutional Networks Michael Schlichtkrull Thomas Kipf Peter Bloem Rianne van den Berg Ivan Titov Max Welling GNN 150 4,772 0 17 Mar 2017
Prototypical Networks for Few-shot Learning Jake C. Snell Kevin Swersky R. Zemel 218 8,072 0 15 Mar 2017
Knowledge Graph Completion via Complex Tensor Factorization Théo Trouillon C. Dance Johannes Welbl Sebastian Riedel Éric Gaussier Guillaume Bouchard 52 294 0 22 Feb 2017
Matching Networks for One Shot Learning Oriol Vinyals Charles Blundell Timothy Lillicrap Koray Kavukcuoglu Daan Wierstra VLM 295 7,299 0 13 Jun 2016
A Review of Relational Machine Learning for Knowledge Graphs Maximilian Nickel Kevin Patrick Murphy Volker Tresp E. Gabrilovich 119 1,568 0 02 Mar 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 887 149,474 0 22 Dec 2014
Notes on Noise Contrastive Estimation and Negative Sampling Chris Dyer 49 101 0 30 Oct 2014

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