Learning Meta Representations of One-shot Relations for Temporal Knowledge Graph Link Prediction

21 May 2022

Zhen Han

Papers citing "Learning Meta Representations of One-shot Relations for Temporal Knowledge Graph Link Prediction"

28 / 28 papers shown

Title
Improving Few-Shot Inductive Learning on Temporal Knowledge Graphs using Confidence-Augmented Reinforcement Learning Zifeng Ding Jingpei Wu Zong-Xun Li Yunpu Ma Volker Tresp 49 8 0 02 Apr 2023
Few-Shot Inductive Learning on Temporal Knowledge Graphs using Concept-Aware Information Zifeng Ding Jingpei Wu Bailan He Yunpu Ma Zhen Han Volker Tresp 49 14 0 15 Nov 2022
Learning to Sample and Aggregate: Few-shot Reasoning over Temporal Knowledge Graphs Ruijie Wang Zheng Li Dachun Sun Shengzhong Liu Jinning Li Bing Yin Tarek Abdelzaher OffRL 52 42 0 16 Oct 2022
A Simple But Powerful Graph Encoder for Temporal Knowledge Graph Completion Zifeng Ding Yunpu Ma Bailan He Volker Tresp 39 17 0 14 Dec 2021
Relational Learning with Gated and Attentive Neighbor Aggregator for Few-Shot Knowledge Graph Completion Guanglin Niu Yang Li Chengguang Tang Ruiying Geng Jian Dai Qiao Liu Hao Wang Jian Sun Fei Huang Luo Si 47 88 0 27 Apr 2021
Temporal Knowledge Graph Forecasting with Neural ODE Zhen Han Zifeng Ding Yunpu Ma Yujia Gu Volker Tresp AI4TS AI4CE 45 116 0 13 Jan 2021
On Episodes, Prototypical Networks, and Few-shot Learning Steinar Laenen Luca Bertinetto 64 98 0 17 Dec 2020
Learning from History: Modeling Temporal Knowledge Graphs with Sequential Copy-Generation Networks Cunchao Zhu Muhao Chen Changjun Fan Guangquan Cheng Yan Zhan 43 253 0 15 Dec 2020
One-shot Learning for Temporal Knowledge Graphs Mehrnoosh Mirtaheri Mohammad Rostami Xiang Ren Fred Morstatter Aram Galstyan 73 22 0 23 Oct 2020
Adaptive Attentional Network for Few-Shot Knowledge Graph Completion Shuaiyi Nie Shu Guo Zhenyu Chen Juwei Yue Lihong Wang Tingwen Liu Hongbo Xu 127 116 0 19 Oct 2020
TeMP: Temporal Message Passing for Temporal Knowledge Graph Completion Jiapeng Wu Mengyao Cao Jackie C.K. Cheung William L. Hamilton 49 144 0 07 Oct 2020
BoxE: A Box Embedding Model for Knowledge Base Completion Ralph Abboud .Ismail .Ilkan Ceylan Thomas Lukasiewicz Tommaso Salvatori 61 178 0 13 Jul 2020
Tensor Decompositions for temporal knowledge base completion Timothée Lacroix G. Obozinski Nicolas Usunier 30 257 0 10 Apr 2020
Inductive Representation Learning on Temporal Graphs Da Xu Chuanwei Ruan Evren Körpeoglu Sushant Kumar Kannan Achan AI4CE 66 618 0 19 Feb 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 211 42,038 0 03 Dec 2019
Few-Shot Knowledge Graph Completion Chuxu Zhang Huaxiu Yao Chao Huang Meng Jiang Z. Li Nitesh Chawla 42 199 0 26 Nov 2019
Temporal Knowledge Graph Embedding Model based on Additive Time Series Decomposition Chengjin Xu M. Nayyeri Fouad Alkhoury H. S. Yazdi Jens Lehmann 11 79 0 18 Nov 2019
Meta Relational Learning for Few-Shot Link Prediction in Knowledge Graphs Yin Hua Wen Zhang Wei Zhang Qiang Chen Huajun Chen KELM 112 185 0 04 Sep 2019
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Zhiqing Sun Zhihong Deng Jian-Yun Nie Jian Tang 64 2,108 0 26 Feb 2019
TuckER: Tensor Factorization for Knowledge Graph Completion Ivana Balazevic Carl Allen Timothy M. Hospedales 58 721 0 28 Jan 2019
One-Shot Relational Learning for Knowledge Graphs Wenhan Xiong Mo Yu Shiyu Chang Xiaoxiao Guo William Yang Wang 71 217 0 27 Aug 2018
Embedding Models for Episodic Knowledge Graphs Yunpu Ma Volker Tresp Erik A. Daxberger KELM 34 117 0 30 Jun 2018
Variational Reasoning for Question Answering with Knowledge Graph Yuyu Zhang H. Dai Zornitsa Kozareva Alex Smola Le Song 66 472 0 12 Sep 2017
Modeling Relational Data with Graph Convolutional Networks Michael Schlichtkrull Thomas Kipf Peter Bloem Rianne van den Berg Ivan Titov Max Welling GNN 132 4,772 0 17 Mar 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 750 11,793 0 09 Mar 2017
Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering M. Defferrard Xavier Bresson P. Vandergheynst GNN 242 7,622 0 30 Jun 2016
Matching Networks for One Shot Learning Oriol Vinyals Charles Blundell Timothy Lillicrap Koray Kavukcuoglu Daan Wierstra VLM 277 7,286 0 13 Jun 2016
Embedding Entities and Relations for Learning and Inference in Knowledge Bases Bishan Yang Wen-tau Yih Xiaodong He Jianfeng Gao Li Deng NAI 64 3,174 0 20 Dec 2014