Efficient Relation-aware Neighborhood Aggregation in Graph Neural Networks via Tensor Decomposition

11 December 2022

Papers citing "Efficient Relation-aware Neighborhood Aggregation in Graph Neural Networks via Tensor Decomposition"

35 / 35 papers shown

Title
Temporal Relation Extraction in Clinical Texts: A Span-based Graph Transformer Approach Rochana Chaturvedi Peyman Baghershahi Sourav Medya Barbara Di Eugenio 56 0 0 23 Mar 2025
Self-attention Presents Low-dimensional Knowledge Graph Embeddings for Link Prediction Peyman Baghershahi Reshad Hosseini H. Moradi 44 53 0 20 Dec 2021
Modeling Heterogeneous Hierarchies with Relation-specific Hyperbolic Cones Yushi Bai Rex Ying Hongyu Ren J. Leskovec 28 59 0 28 Oct 2021
ETA Prediction with Graph Neural Networks in Google Maps Austin Derrow-Pinion Jennifer She David Wong O. Lange Todd Hester ... Ang Li Zhongwen Xu Alvaro Sanchez-Gonzalez Yujia Li Petar Velivcković AI4TS 34 228 0 25 Aug 2021
Multi-hop Attention Graph Neural Network Guangtao Wang Rex Ying Jing Huang J. Leskovec 22 132 0 29 Sep 2020
HittER: Hierarchical Transformers for Knowledge Graph Embeddings Sanxing Chen Xiaodong Liu Jianfeng Gao Jian Jiao Ruofei Zhang Yangfeng Ji 43 108 0 28 Aug 2020
Low-Dimensional Hyperbolic Knowledge Graph Embeddings Ines Chami A. Wolf Da-Cheng Juan Frederic Sala Sujith Ravi Christopher Ré 27 391 0 01 May 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 93 18,523 0 13 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 21 42,038 0 03 Dec 2019
Inductive Relation Prediction by Subgraph Reasoning Komal K. Teru E. Denis William L. Hamilton NAI AI4CE 49 390 0 16 Nov 2019
A Re-evaluation of Knowledge Graph Completion Methods Zhiqing Sun Shikhar Vashishth Soumya Sanyal Partha P. Talukdar Yiming Yang 26 168 0 10 Nov 2019
Composition-based Multi-Relational Graph Convolutional Networks Shikhar Vashishth Soumya Sanyal Vikram Nitin Partha P. Talukdar GNN 79 827 0 08 Nov 2019
CoKE: Contextualized Knowledge Graph Embedding Quan Wang Pingping Huang Haifeng Wang Songtai Dai Wenbin Jiang Jing Liu Yajuan Lyu Yong Zhu Hua Wu 67 85 0 06 Nov 2019
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions Shikhar Vashishth Soumya Sanyal Vikram Nitin Nilesh Agrawal Partha P. Talukdar 31 340 0 01 Nov 2019
Position-aware Graph Neural Networks Jiaxuan You Rex Ying J. Leskovec 53 492 0 11 Jun 2019
Multi-relational Poincaré Graph Embeddings Ivana Balazevic Carl Allen Timothy M. Hospedales 32 266 0 23 May 2019
Quaternion Knowledge Graph Embeddings Shuai Zhang Yi Tay Lina Yao Qi Liu 39 459 0 23 Apr 2019
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Zhiqing Sun Zhihong Deng Jian-Yun Nie Jian Tang 45 2,108 0 26 Feb 2019
TuckER: Tensor Factorization for Knowledge Graph Completion Ivana Balazevic Carl Allen Timothy M. Hospedales 45 721 0 28 Jan 2019
End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion Mingmin Zhen Jinglu Wang Lei Zhou Jinbo Bi Tian Fang Long Quan GNN 37 588 0 11 Nov 2018
Hypernetwork Knowledge Graph Embeddings Ivana Balazevic Carl Allen Timothy M. Hospedales GNN 21 182 0 21 Aug 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 139 10,152 0 10 Jul 2018
Canonical Tensor Decomposition for Knowledge Base Completion Timothée Lacroix Nicolas Usunier G. Obozinski 41 384 0 19 Jun 2018
SimplE Embedding for Link Prediction in Knowledge Graphs Seyed Mehran Kazemi David Poole 52 710 0 13 Feb 2018
Modeling polypharmacy side effects with graph convolutional networks Marinka Zitnik Monica Agrawal J. Leskovec GNN 51 1,068 0 02 Feb 2018
Dynamic Graph CNN for Learning on Point Clouds Yue Wang Yongbin Sun Ziwei Liu Sanjay E. Sarma M. Bronstein Justin Solomon GNN 3DPC 191 6,076 0 24 Jan 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 192 19,902 0 30 Oct 2017
Convolutional 2D Knowledge Graph Embeddings Tim Dettmers Pasquale Minervini Pontus Stenetorp Sebastian Riedel GNN 3DV 130 2,591 0 05 Jul 2017
Knowledge Transfer for Out-of-Knowledge-Base Entities: A Graph Neural Network Approach Takuo Hamaguchi H. Oiwa Masashi Shimbo Yuji Matsumoto 46 329 0 18 Jun 2017
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 255 15,066 0 07 Jun 2017
Modeling Relational Data with Graph Convolutional Networks Michael Schlichtkrull Thomas Kipf Peter Bloem Rianne van den Berg Ivan Titov Max Welling GNN 110 4,772 0 17 Mar 2017
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 282 28,795 0 09 Sep 2016
Complex Embeddings for Simple Link Prediction Théo Trouillon Johannes Welbl Sebastian Riedel Éric Gaussier Guillaume Bouchard BDL 51 2,955 0 20 Jun 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 104 149,474 0 22 Dec 2014
Embedding Entities and Relations for Learning and Inference in Knowledge Bases Bishan Yang Wen-tau Yih Xiaodong He Jianfeng Gao Li Deng NAI 39 3,174 0 20 Dec 2014