Graph Convolutional Matrix Completion Jun 7, 2017 Collaborative Filtering Link Prediction
Code Code Available 5 EvolveGCN: Evolving Graph Convolutional Networks for Dynamic Graphs Feb 26, 2019 Dynamic Link Prediction Edge Classification
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 OGB-LSC: A Large-Scale Challenge for Machine Learning on Graphs Mar 17, 2021 BIG-bench Machine Learning Graph Learning
Code Code Available 5 Graph Neural Prompting with Large Language Models Sep 27, 2023 Graph Neural Network Knowledge Graphs
Code Code Available 5 Fuzzy Logic Based Logical Query Answering on Knowledge Graphs Aug 5, 2021 Knowledge Graphs Link Prediction
Code Code Available 5 Composition-based Multi-Relational Graph Convolutional Networks Nov 8, 2019 General Classification Graph Classification
Code Code Available 5 GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training Jun 17, 2020 Contrastive Learning General Classification
Code Code Available 5 A Representation Learning Framework for Property Graphs Jun 27, 2022 Graph Embedding Graph Representation Learning
Code Code Available 5 Force2Vec: Parallel force-directed graph embedding Sep 17, 2020 Clustering Graph Embedding
Code Code Available 5 Confidence-Based Feature Imputation for Graphs with Partially Known Features May 26, 2023 Graph Learning Imputation
Code Code Available 5 Adversarial Privacy Preserving Graph Embedding against Inference Attack Aug 30, 2020 Graph Embedding Inference Attack
Code Code Available 5 Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction May 22, 2023 Graph Embedding Knowledge Graph Embedding
Code Code Available 5 Generalized Graph Prompt: Toward a Unification of Pre-Training and Downstream Tasks on Graphs Nov 26, 2023 Graph Representation Learning Link Prediction
Code Code Available 5 CAKE: A Scalable Commonsense-Aware Framework For Multi-View Knowledge Graph Completion Feb 25, 2022 Graph Embedding Knowledge Graph Completion
Code Code Available 5 Robust Optimization as Data Augmentation for Large-scale Graphs Oct 19, 2020 Data Augmentation Graph Classification
Code Code Available 5 A Retrieve-and-Read Framework for Knowledge Graph Link Prediction Dec 19, 2022 Knowledge Graph Completion Link Prediction
Code Code Available 5 Canonical Tensor Decomposition for Knowledge Base Completion Jun 19, 2018 Dynamic Link Prediction Knowledge Base Completion
Code Code Available 5 Cold Start Similar Artists Ranking with Gravity-Inspired Graph Autoencoders Aug 2, 2021 Link Prediction
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 Argumentative Link Prediction using Residual Networks and Multi-Objective Learning Nov 1, 2018 Argument Mining Component Classification
Code Code Available 5 ConGraT: Self-Supervised Contrastive Pretraining for Joint Graph and Text Embeddings May 23, 2023 Community Detection Contrastive Learning
Code Code Available 5 Generative Graph Neural Networks for Link Prediction Dec 31, 2022 Link Prediction Prediction
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 GIPA: A General Information Propagation Algorithm for Graph Learning Jan 19, 2023 Attribute feature selection
Code Code Available 5 GIPA: General Information Propagation Algorithm for Graph Learning May 13, 2021 Graph Attention Graph Learning
Code Code Available 5 ContextGNN: Beyond Two-Tower Recommendation Systems Nov 29, 2024 Link Prediction Recommendation Systems
Code Code Available 5 GRAPE for Fast and Scalable Graph Processing and random walk-based Embedding Oct 12, 2021 Edge Classification Graph Representation Learning
Code Code Available 5 Adversarial Training Methods for Network Embedding Aug 30, 2019 Link Prediction Network Embedding
Code Code Available 5 Contrastive Representation Learning for Dynamic Link Prediction in Temporal Networks Aug 22, 2024 Contrastive Learning Dynamic Link Prediction
Code Code Available 5 Fast Network Embedding Enhancement via High Order Proximity Approximation May 13, 2020 Dimensionality Reduction Link Prediction
Code Code Available 5 Convolutional 2D Knowledge Graph Embeddings Jul 5, 2017 Knowledge Graph Embeddings Knowledge Graphs
Code Code Available 5 Learning from Counterfactual Links for Link Prediction Jun 3, 2021 Causal Inference counterfactual
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 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 Correlated Variational Auto-Encoders May 14, 2019 Clustering Link Prediction
Code Code Available 5 Fast and Continual Knowledge Graph Embedding via Incremental LoRA Jul 8, 2024 Graph Embedding Knowledge Graph Embedding
Code Code Available 5 Graph Self-supervised Learning with Accurate Discrepancy Learning Feb 7, 2022 Contrastive Learning 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 CrossWalk: Fairness-enhanced Node Representation Learning May 6, 2021 Fairness Link Prediction
Code Code Available 5 A Generalization of Transformer Networks to Graphs Dec 17, 2020 Graph Regression Inductive Bias
Code Code Available 5 Cleora: A Simple, Strong and Scalable Graph Embedding Scheme Feb 3, 2021 Contrastive Learning CPU
Code Code Available 5 Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks May 20, 2019 Clustering Computational Efficiency
Code Code Available 5 GreenKGC: A Lightweight Knowledge Graph Completion Method Aug 19, 2022 Edge-computing Knowledge Graph Completion
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 Decoupling the Depth and Scope of Graph Neural Networks Jan 19, 2022 Link Prediction Node Classification
Code Code Available 5 CoDEx: A Comprehensive Knowledge Graph Completion Benchmark Sep 16, 2020 Benchmarking Knowledge Graph Completion
Code Code Available 5 Combating Bilateral Edge Noise for Robust Link Prediction Nov 2, 2023 Denoising Link Prediction
Code Code Available 5 Fast Graph Learning with Unique Optimal Solutions Feb 17, 2021 Form Graph Learning
Code Code Available 5 Differentially Private Federated Knowledge Graphs Embedding May 17, 2021 Graph Embedding Knowledge Graph Embedding
Code Code Available 5 