Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph Completion Oct 17, 2022 Graph Embedding Knowledge Graph Completion
Code Code Available Parameter-free Dynamic Graph Embedding for Link Prediction Oct 15, 2022 Attribute Dynamic graph embedding
Code Code Available SMiLE: Schema-augmented Multi-level Contrastive Learning for Knowledge Graph Link Prediction Oct 10, 2022 Contrastive Learning Knowledge Graphs
Code Code Available Geodesic Graph Neural Network for Efficient Graph Representation Learning Oct 6, 2022 Graph Classification Graph Learning
Code Code Available Multi-task Self-supervised Graph Neural Networks Enable Stronger Task Generalization Oct 5, 2022 Link Prediction Node Classification
Code Code Available MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction Sep 30, 2022 Graph Embedding Knowledge Graph Embedding
Code Code Available Graph Neural Networks for Link Prediction with Subgraph Sketching Sep 30, 2022 GPU Link Prediction
Code Code Available MLPInit: Embarrassingly Simple GNN Training Acceleration with MLP Initialization Sep 30, 2022 Link Prediction Node Classification
Code Code Available Predicting the Future of AI with AI: High-quality link prediction in an exponentially growing knowledge network Sep 23, 2022 Link Prediction
Code Code Available Predicting Drug-Drug Interactions using Deep Generative Models on Graphs Sep 14, 2022 Link Prediction
Code Code Available Disconnected Emerging Knowledge Graph Oriented Inductive Link Prediction Sep 3, 2022 Contrastive Learning Inductive Link Prediction
Code Code Available Neighborhood-aware Scalable Temporal Network Representation Learning Sep 2, 2022 Inductive Link Prediction Link Prediction
Code Code Available MSGNN: A Spectral Graph Neural Network Based on a Novel Magnetic Signed Laplacian Sep 1, 2022 Graph Neural Network Link Prediction
Code Code Available GreenKGC: A Lightweight Knowledge Graph Completion Method Aug 19, 2022 Edge-computing Knowledge Graph Completion
Code Code Available Multiplex Heterogeneous Graph Convolutional Network Aug 12, 2022 Attribute Link Prediction
Code Code Available Subgraph Neighboring Relations Infomax for Inductive Link Prediction on Knowledge Graphs Jul 28, 2022 Inductive Link Prediction Knowledge Graphs
Code Code Available μKG: A Library for Multi-source Knowledge Graph Embeddings and Applications Jul 23, 2022 Entity Alignment Entity Typing
Code Code Available Towards Better Evaluation for Dynamic Link Prediction Jul 20, 2022 Dynamic Link Prediction Link Prediction
Code Code Available Hardware-agnostic Computation for Large-scale Knowledge Graph Embeddings Jul 18, 2022 Continual Learning Graph Embedding
Code Code Available DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity Typing Jul 18, 2022 Attribute Entity Typing
Code Code Available The DLCC Node Classification Benchmark for Analyzing Knowledge Graph Embeddings Jul 13, 2022 Graph Embedding Knowledge Graph Embedding
Code Code Available COO: Comic Onomatopoeia Dataset for Recognizing Arbitrary or Truncated Texts Jul 11, 2022 Link Prediction Text Detection
Code Code Available Start Small, Think Big: On Hyperparameter Optimization for Large-Scale Knowledge Graph Embeddings Jul 11, 2022 Graph Embedding Hyperparameter Optimization
Code Code Available A Representation Learning Framework for Property Graphs Jun 27, 2022 Graph Embedding Graph Representation Learning
Code Code Available Language Models as Knowledge Embeddings Jun 25, 2022 Contrastive Learning Link Prediction
Code Code Available Geometry Interaction Knowledge Graph Embeddings Jun 24, 2022 Knowledge Graph Completion Knowledge Graph Embeddings
Code Code Available Two-Dimensional Weisfeiler-Lehman Graph Neural Networks for Link Prediction Jun 20, 2022 Link Prediction Vocal Bursts Valence Prediction
Code Code Available Long Range Graph Benchmark Jun 16, 2022 Benchmarking Graph Classification
Code Code Available Neo-GNNs: Neighborhood Overlap-aware Graph Neural Networks for Link Prediction Jun 9, 2022 Graph Classification Link Prediction
Code Code Available Automatic Relation-aware Graph Network Proliferation May 31, 2022 Graph Classification Graph Learning
Code Code Available Relphormer: Relational Graph Transformer for Knowledge Graph Representations May 22, 2022 General Knowledge Graph Mining
Code Code Available Heterformer: Transformer-based Deep Node Representation Learning on Heterogeneous Text-Rich Networks May 20, 2022 Clustering Graph Attention
Code Code Available CascadER: Cross-Modal Cascading for Knowledge Graph Link Prediction May 16, 2022 Information Retrieval Knowledge Graph Embeddings
Code Code Available Kronecker Decomposition for Knowledge Graph Embeddings May 13, 2022 Graph Embedding Hyperparameter Optimization
Code Code Available Meta-Learning Based Knowledge Extrapolation for Knowledge Graphs in the Federated Setting May 10, 2022 Graph Neural Network Knowledge Graphs
Code Code Available Do Pre-trained Models Benefit Knowledge Graph Completion? A Reliable Evaluation and a Reasonable Approach May 1, 2022 Knowledge Graph Completion Link Prediction
Code Code Available PIE: a Parameter and Inference Efficient Solution for Large Scale Knowledge Graph Embedding Reasoning Apr 29, 2022 Entity Typing Graph Embedding
Code Code Available Euler: Detecting Network Lateral Movement via Scalable Temporal Link Prediction Apr 24, 2022 Dynamic Link Prediction Edge Detection
Code Code Available Sequence-to-Sequence Knowledge Graph Completion and Question Answering Mar 19, 2022 Decoder Graph Embedding
Code Code Available Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation Mar 17, 2022 Entity Embeddings Federated Learning
Code Code Available R-GCN: The R Could Stand for Random Mar 4, 2022 Knowledge Graphs Link Prediction
Code Code Available An Open Challenge for Inductive Link Prediction on Knowledge Graphs Mar 3, 2022 Graph Representation Learning Inductive Link Prediction
Code Code Available An Effective Graph Learning based Approach for Temporal Link Prediction: The First Place of WSDM Cup 2022 Mar 1, 2022 Attribute Graph Learning
Code Code Available Equivariant and Stable Positional Encoding for More Powerful Graph Neural Networks Mar 1, 2022 Link Prediction Prediction
Code Code Available CAKE: A Scalable Commonsense-Aware Framework For Multi-View Knowledge Graph Completion Feb 25, 2022 Graph Embedding Knowledge Graph Completion
Code Code Available Directed Graph Auto-Encoders Feb 25, 2022 Decoder Link Prediction
Code Code Available EvoKG: Jointly Modeling Event Time and Network Structure for Reasoning over Temporal Knowledge Graphs Feb 15, 2022 Density Estimation Knowledge Graphs
Code Code Available Graph Self-supervised Learning with Accurate Discrepancy Learning Feb 7, 2022 Contrastive Learning Link Prediction
Code Code Available Modularity-Aware Graph Autoencoders for Joint Community Detection and Link Prediction Feb 2, 2022 Community Detection Link Prediction
Code Code Available When Do Flat Minima Optimizers Work? Feb 1, 2022 Benchmarking Graph Learning
Code Code Available 