Adaptive Attentional Network for Few-Shot Knowledge Graph Completion Oct 19, 2020 Knowledge Graph Completion Link Prediction
Code Code Available Predicting Biomedical Interactions with Higher-Order Graph Convolutional Networks Oct 16, 2020 Link Prediction Prediction
Code Code Available Inductive Entity Representations from Text via Link Prediction Oct 7, 2020 Inductive knowledge graph completion Inductive Link Prediction
Code Code Available Probabilistic Case-based Reasoning for Open-World Knowledge Graph Completion Oct 7, 2020 Knowledge Graph Completion Link Prediction
Code Code Available Joint Inference of Diffusion and Structure in Partially Observed Social Networks Using Coupled Matrix Factorization Oct 3, 2020 Community Detection Link Prediction
Code Code Available TeRo: A Time-aware Knowledge Graph Embedding via Temporal Rotation Oct 2, 2020 Graph Embedding Knowledge Graph Embedding
Code Code Available LibKGE - A knowledge graph embedding library for reproducible research Oct 1, 2020 Graph Embedding Hyperparameter Optimization
Code Code Available Multi-Relational Embedding for Knowledge Graph Representation and Analysis Sep 28, 2020 Computational Efficiency Graph Embedding
Code Code Available Learning Graph Normalization for Graph Neural Networks Sep 24, 2020 Graph Classification Graph Regression
Code Code Available Message Passing for Hyper-Relational Knowledge Graphs Sep 22, 2020 Knowledge Graphs Link Prediction
Code Code Available Force2Vec: Parallel force-directed graph embedding Sep 17, 2020 Clustering Graph Embedding
Code Code Available CoDEx: A Comprehensive Knowledge Graph Completion Benchmark Sep 16, 2020 Benchmarking Knowledge Graph Completion
Code Code Available Graph InfoClust: Leveraging cluster-level node information for unsupervised graph representation learning Sep 15, 2020 Clustering Graph Representation Learning
Code Code Available Understanding Coarsening for Embedding Large-Scale Graphs Sep 10, 2020 Anomaly Detection Graph Embedding
Code Code Available Hierarchical Message-Passing Graph Neural Networks Sep 8, 2020 Community Detection Graph Neural Network
Code Code Available TorchKGE: Knowledge Graph Embedding in Python and PyTorch Sep 7, 2020 Graph Embedding Knowledge Graph Embedding
Code Code Available Distance Encoding: Design Provably More Powerful Neural Networks for Graph Representation Learning Aug 31, 2020 Computational Efficiency Graph Representation Learning
Code Code Available Adversarial Privacy Preserving Graph Embedding against Inference Attack Aug 30, 2020 Graph Embedding Inference Attack
Code Code Available HittER: Hierarchical Transformers for Knowledge Graph Embeddings Aug 28, 2020 Knowledge Graph Embeddings Link Prediction
Code Code Available LowFER: Low-rank Bilinear Pooling for Link Prediction Aug 25, 2020 Knowledge Graph Completion Knowledge Graphs
Code Code Available MultiVERSE: a multiplex and multiplex-heterogeneous network embedding approach Aug 23, 2020 Clustering Community Detection
Code Code Available Relational Reflection Entity Alignment Aug 18, 2020 Entity Alignment Knowledge Graphs
Code Code Available Convolutional Complex Knowledge Graph Embeddings Aug 7, 2020 Knowledge Graph Embeddings Knowledge Graphs
Code Code Available Self-Supervised Learning of Contextual Embeddings for Link Prediction in Heterogeneous Networks Jul 22, 2020 Link Prediction Representation Learning
Code Code Available Second-Order Pooling for Graph Neural Networks Jul 20, 2020 Graph Classification Graph Representation Learning
Code Code Available PanRep: Graph neural networks for extracting universal node embeddings in heterogeneous graphs Jul 20, 2020 Graph Neural Network Link Prediction
Code Code Available Self-supervised Auxiliary Learning with Meta-paths for Heterogeneous Graphs Jul 16, 2020 Auxiliary Learning Link Prediction
Code Code Available Inductive Link Prediction for Nodes Having Only Attribute Information Jul 16, 2020 Attribute Inductive Link Prediction
Code Code Available BoxE: A Box Embedding Model for Knowledge Base Completion Jul 13, 2020 Knowledge Base Completion Knowledge Graphs
Code Code Available Learning Reasoning Strategies in End-to-End Differentiable Proving Jul 13, 2020 Link Prediction Relational Reasoning
Code Code Available Graph Convolutional Networks for Graphs Containing Missing Features Jul 9, 2020 Graph Learning Imputation
Code Code Available Generalizing Tensor Decomposition for N-ary Relational Knowledge Bases Jul 8, 2020 Link Prediction Tensor Decomposition
Code Code Available Wiki-CS: A Wikipedia-Based Benchmark for Graph Neural Networks Jul 6, 2020 Articles Benchmarking
Code Code Available Simple and Deep Graph Convolutional Networks Jul 4, 2020 Graph Classification Graph Regression
Code Code Available Adaptive Graph Encoder for Attributed Graph Embedding Jul 3, 2020 Clustering Graph Embedding
Code Code Available Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base Embeddings Jul 1, 2020 Answer Selection Knowledge Graphs
Code Code Available Can We Predict New Facts with Open Knowledge Graph Embeddings? A Benchmark for Open Link Prediction Jul 1, 2020 Graph Embedding Knowledge Graph Embedding
Code Code Available Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion Jun 29, 2020 Graph Embedding Knowledge Graph Completion
Code Code Available Space-Time Correspondence as a Contrastive Random Walk Jun 25, 2020 Dense Pixel Correspondence Estimation Link Prediction
Code Code Available Self-supervised edge features for improved Graph Neural Network training Jun 23, 2020 General Classification Graph Attention
Code Code Available A Self-Attention Network based Node Embedding Model Jun 22, 2020 General Classification Link Prediction
Code Code Available GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training Jun 17, 2020 Contrastive Learning General Classification
Code Code Available Learning to Extrapolate Knowledge: Transductive Few-shot Out-of-Graph Link Prediction Jun 11, 2020 graph construction Knowledge Graph Completion
Code Code Available Persona2vec: A Flexible Multi-role Representations Learning Framework for Graphs Jun 4, 2020 Graph Embedding Graph Mining
Code Code Available Understanding Negative Sampling in Graph Representation Learning May 20, 2020 Graph Learning Graph Representation Learning
Code Code Available Fast Network Embedding Enhancement via High Order Proximity Approximation May 13, 2020 Dimensionality Reduction Link Prediction
Code Code Available SEEK: Segmented Embedding of Knowledge Graphs May 2, 2020 Graph Embedding Knowledge Graph Embedding
Code Code Available You CAN Teach an Old Dog New Tricks! On Training Knowledge Graph Embeddings May 1, 2020 Graph Embedding Hyperparameter Optimization
Code Code Available Explainable Link Prediction for Emerging Entities in Knowledge Graphs May 1, 2020 Knowledge Graphs Link Prediction
Code Code Available Secure Deep Graph Generation with Link Differential Privacy May 1, 2020 Graph Generation Link Prediction
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