Entity-Agnostic Representation Learning for Parameter-Efficient Knowledge Graph Embedding Feb 3, 2023 Entity Embeddings Graph Embedding
Code Code Available 5 Equivariant and Stable Positional Encoding for More Powerful Graph Neural Networks Mar 1, 2022 Link Prediction Prediction
Code Code Available 5 Bipartite Graph Embedding via Mutual Information Maximization Dec 10, 2020 Graph Embedding Link Prediction
Code Code Available 5 BiomedRAG: A Retrieval Augmented Large Language Model for Biomedicine May 1, 2024 Language Modeling Language Modelling
Code Code Available 5 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 5 Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge Graphs Dec 31, 2023 Image Classification Knowledge Graphs
Code Code Available 5 BoxE: A Box Embedding Model for Knowledge Base Completion Jul 13, 2020 Knowledge Base Completion Knowledge Graphs
Code Code Available 5 EvoKG: Jointly Modeling Event Time and Network Structure for Reasoning over Temporal Knowledge Graphs Feb 15, 2022 Density Estimation Knowledge Graphs
Code Code Available 5 An Open Challenge for Inductive Link Prediction on Knowledge Graphs Mar 3, 2022 Graph Representation Learning Inductive Link Prediction
Code Code Available 5 Exphormer: Sparse Transformers for Graphs Mar 10, 2023 Graph Classification Graph Learning
Code Code Available 5 DRew: Dynamically Rewired Message Passing with Delay May 13, 2023 Graph Classification Graph Regression
Code Code Available 5 Cleora: A Simple, Strong and Scalable Graph Embedding Scheme Feb 3, 2021 Contrastive Learning CPU
Code Code Available 5 Fast Network Embedding Enhancement via High Order Proximity Approximation May 13, 2020 Dimensionality Reduction Link Prediction
Code Code Available 5 Differentially Private Federated Knowledge Graphs Embedding May 17, 2021 Graph Embedding Knowledge Graph Embedding
Code Code Available 5 Answering Complex Queries in Knowledge Graphs with Bidirectional Sequence Encoders Apr 6, 2020 Knowledge Graphs Link Prediction
Code Code Available 5 Adversarial Attacks on Knowledge Graph Embeddings via Instance Attribution Methods Nov 4, 2021 Data Poisoning Interpretable Machine Learning
Code Code Available 5 Force2Vec: Parallel force-directed graph embedding Sep 17, 2020 Clustering Graph Embedding
Code Code Available 5 Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction May 22, 2023 Graph Embedding Knowledge Graph Embedding
Code Code Available 5 CascadER: Cross-Modal Cascading for Knowledge Graph Link Prediction May 16, 2022 Information Retrieval Knowledge Graph Embeddings
Code Code Available 5 Generalizing Tensor Decomposition for N-ary Relational Knowledge Bases Jul 8, 2020 Link Prediction Tensor Decomposition
Code Code Available 5 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 5 Canonical Tensor Decomposition for Knowledge Base Completion Jun 19, 2018 Dynamic Link Prediction Knowledge Base Completion
Code Code Available 5 Adversarially Regularized Graph Autoencoder for Graph Embedding Feb 13, 2018 Clustering Decoder
Code Code Available 5 A Probabilistic Framework for Knowledge Graph Data Augmentation Oct 25, 2021 Data Augmentation Knowledge Graph Completion
Code Code Available 5 CHERRY: a Computational metHod for accuratE pRediction of virus-pRokarYotic interactions using a graph encoder-decoder model Jan 4, 2022 Decoder Link Prediction
Code Code Available 5 GIPA: General Information Propagation Algorithm for Graph Learning May 13, 2021 Graph Attention Graph Learning
Code Code Available 5 DyGLIP: A Dynamic Graph Model with Link Prediction for Accurate Multi-Camera Multiple Object Tracking Jun 12, 2021 Link Prediction Multiple Object Tracking
Code Code Available 5 Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation Mar 17, 2022 Entity Embeddings Federated Learning
Code Code Available 5 Disconnected Emerging Knowledge Graph Oriented Inductive Link Prediction Sep 3, 2022 Contrastive Learning Inductive Link Prediction
Code Code Available 5 Adaptive Attentional Network for Few-Shot Knowledge Graph Completion Oct 19, 2020 Knowledge Graph Completion Link Prediction
Code Code Available 5 Discrete-time Temporal Network Embedding via Implicit Hierarchical Learning in Hyperbolic Space Jul 8, 2021 Graph Embedding Graph Neural Network
Code Code Available 5 Diffusion-based Negative Sampling on Graphs for Link Prediction Mar 25, 2024 Link Prediction Prediction
Code Code Available 5 Directed Graph Auto-Encoders Feb 25, 2022 Decoder Link Prediction
Code Code Available 5 Disentangled Condensation for Large-scale Graphs Jan 18, 2024 Graph Learning Link Prediction
Code Code Available 5 Demographic Aware Probabilistic Medical Knowledge Graph Embeddings of Electronic Medical Records Mar 22, 2021 Knowledge Graph Embeddings Knowledge Graphs
Code Code Available 5 Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations Aug 30, 2019 Link Prediction Meta-Learning
Code Code Available 5 DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity Typing Jul 18, 2022 Attribute Entity Typing
Code Code Available 5 CrossWalk: Fairness-enhanced Node Representation Learning May 6, 2021 Fairness Link Prediction
Code Code Available 5 A Broader Picture of Random-walk Based Graph Embedding Oct 24, 2021 Graph Embedding Link Prediction
Code Code Available 5 AsEP: Benchmarking Deep Learning Methods for Antibody-specific Epitope Prediction Jul 25, 2024 Benchmarking Deep Learning
Code Code Available 5 CSGCL: Community-Strength-Enhanced Graph Contrastive Learning May 8, 2023 Attribute Contrastive Learning
Code Code Available 5 Differentiable Reasoning on Large Knowledge Bases and Natural Language Dec 17, 2019 Link Prediction Question Answering
Code Code Available 5 Distance Encoding: Design Provably More Powerful Neural Networks for Graph Representation Learning Aug 31, 2020 Computational Efficiency Graph Representation Learning
Code Code Available 5 Convolutional Complex Knowledge Graph Embeddings Aug 7, 2020 Knowledge Graph Embeddings Knowledge Graphs
Code Code Available 5 A Generalization of Transformer Networks to Graphs Dec 17, 2020 Graph Regression Inductive Bias
Code Code Available 5 Convolutional 2D Knowledge Graph Embeddings Jul 5, 2017 Knowledge Graph Embeddings Knowledge Graphs
Code Code Available 5 COO: Comic Onomatopoeia Dataset for Recognizing Arbitrary or Truncated Texts Jul 11, 2022 Link Prediction Text Detection
Code Code Available 5 Decoupling the Depth and Scope of Graph Neural Networks Jan 19, 2022 Link Prediction Node Classification
Code Code Available 5 DegreEmbed: incorporating entity embedding into logic rule learning for knowledge graph reasoning Dec 18, 2021 Knowledge Graphs Link Prediction
Code Code Available 5 A Self-Attention Network based Node Embedding Model Jun 22, 2020 General Classification Link Prediction
Code Code Available 5 