Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion Apr 30, 2020 Graph Embedding Knowledge Graph Completion
Code Code Available SE-KGE: A Location-Aware Knowledge Graph Embedding Model for Geographic Question Answering and Spatial Semantic Lifting Apr 25, 2020 Geographic Question Answering Graph Embedding
Code Code Available TransEdge: Translating Relation-contextualized Embeddings for Knowledge Graphs Apr 22, 2020 Entity Alignment Entity Embeddings
Code Code Available LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction Apr 21, 2020 Graph Embedding Knowledge Graph Embedding
Code Code Available Tensor Decompositions for temporal knowledge base completion Apr 10, 2020 Knowledge Base Completion Link Prediction
Code Code Available The general theory of permutation equivarant neural networks and higher order graph variational encoders Apr 8, 2020 Graph Generation Graph Learning
Code Code Available Answering Complex Queries in Knowledge Graphs with Bidirectional Sequence Encoders Apr 6, 2020 Knowledge Graphs Link Prediction
Code Code Available Contextual Parameter Generation for Knowledge Graph Link Prediction Apr 3, 2020 Entity Embeddings Link Prediction
Code Code Available Modeling Dynamic Heterogeneous Network for Link Prediction using Hierarchical Attention with Temporal RNN Apr 1, 2020 Link Prediction Network Embedding
Code Code Available K-Core based Temporal Graph Convolutional Network for Dynamic Graphs Mar 22, 2020 Dynamic graph embedding Graph Embedding
Code Code Available Realistic Re-evaluation of Knowledge Graph Completion Methods: An Experimental Study Mar 18, 2020 Knowledge Graph Completion Link Prediction
Code Code Available A Survey of Adversarial Learning on Graphs Mar 10, 2020 Clustering Graph Clustering
Code Code Available Temporal Attribute Prediction via Joint Modeling of Multi-Relational Structure Evolution Mar 9, 2020 Attribute Knowledge Graphs
Code Code Available End-to-end Emotion-Cause Pair Extraction via Learning to Link Feb 25, 2020 Benchmarking Emotion Cause Extraction
Code Code Available Inductive Representation Learning on Temporal Graphs Feb 19, 2020 Graph Attention Graph Embedding
Code Code Available Message Passing Query Embedding Feb 6, 2020 Entity Embeddings Graph Neural Network
Code Code Available MAGNN: Metapath Aggregated Graph Neural Network for Heterogeneous Graph Embedding Feb 5, 2020 Clustering Diversity
Code Code Available Graph Representation Learning via Graphical Mutual Information Maximization Feb 4, 2020 Graph Representation Learning Link Prediction
Code Code Available Knowledge Graph Embedding for Link Prediction: A Comparative Analysis Feb 3, 2020 Graph Embedding Knowledge Graph Embedding
Code Code Available Tri-graph Information Propagation for Polypharmacy Side Effect Prediction Jan 28, 2020 Link Prediction Pose Prediction
Code Code Available Simple and Effective Graph Autoencoders with One-Hop Linear Models Jan 21, 2020 Clustering Link Prediction
Code Code Available Reasoning on Knowledge Graphs with Debate Dynamics Jan 2, 2020 General Classification Knowledge Graphs
Code Code Available Differentiable Reasoning on Large Knowledge Bases and Natural Language Dec 17, 2019 Link Prediction Question Answering
Code Code Available Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction Nov 21, 2019 Graph Embedding Knowledge Graph Completion
Code Code Available Temporal Knowledge Graph Embedding Model based on Additive Time Series Decomposition Nov 18, 2019 Graph Embedding Knowledge Graph Completion
Code Code Available Composition-based Multi-Relational Graph Convolutional Networks Nov 8, 2019 General Classification Graph Classification
Code Code Available Hyperbolic Graph Convolutional Neural Networks Oct 28, 2019 Link Prediction Node Classification
Code Code Available Keep It Simple: Graph Autoencoders Without Graph Convolutional Networks Oct 2, 2019 Clustering Link Prediction
Code Code Available Stacking Models for Nearly Optimal Link Prediction in Complex Networks Sep 17, 2019 Diversity Link Prediction
Code Code Available Exploring Scholarly Data by Semantic Query on Knowledge Graph Embedding Space Sep 17, 2019 Graph Embedding Knowledge Graph Completion
Code Code Available Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations Aug 30, 2019 Link Prediction Meta-Learning
Code Code Available Adversarial Training Methods for Network Embedding Aug 30, 2019 Link Prediction Network Embedding
Code Code Available Variational Graph Recurrent Neural Networks Aug 26, 2019 Attribute Dynamic Link Prediction
Code Code Available DynWalks: Global Topology and Recent Changes Awareness Dynamic Network Embedding Jul 27, 2019 Graph Reconstruction Link Prediction
Code Code Available Node Attribute Generation on Graphs Jul 23, 2019 Attribute Data Augmentation
Code Code Available Signed Graph Attention Networks Jun 26, 2019 Graph Attention Graph Neural Network
Code Code Available Neural Graph Collaborative Filtering May 20, 2019 Collaborative Filtering Link Prediction
Code Code Available Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks May 20, 2019 Clustering Computational Efficiency
Code Code Available Correlated Variational Auto-Encoders May 14, 2019 Clustering Link Prediction
Code Code Available Representation Learning for Attributed Multiplex Heterogeneous Network May 5, 2019 Graph Embedding Inductive Learning
Code Code Available AutoSF: Searching Scoring Functions for Knowledge Graph Embedding Apr 26, 2019 AutoML Graph Embedding
Code Code Available Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction Perspective Mar 27, 2019 Graph Embedding Knowledge Graph Embedding
Code Code Available Linkage Based Face Clustering via Graph Convolution Network Mar 27, 2019 Clustering Face Clustering
Code Code Available Knowledge Graph Convolutional Networks for Recommender Systems Mar 18, 2019 Click-Through Rate Prediction Collaborative Filtering
Code Code Available MMKG: Multi-Modal Knowledge Graphs Mar 13, 2019 Knowledge Graphs Link Prediction
Code Code Available GNNExplainer: Generating Explanations for Graph Neural Networks Mar 10, 2019 BIG-bench Machine Learning Explainable artificial intelligence
Code Code Available EvolveGCN: Evolving Graph Convolutional Networks for Dynamic Graphs Feb 26, 2019 Dynamic Link Prediction Edge Classification
Code Code Available RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Feb 26, 2019 Graph Embedding Knowledge Graph Embedding
Code Code Available TuckER: Tensor Factorization for Knowledge Graph Completion Jan 28, 2019 Knowledge Graph Completion Knowledge Graphs
Code Code Available NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding Dec 16, 2018 Generative Adversarial Network Graph Embedding
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