LMSOC: An Approach for Socially Sensitive Pretraining Oct 20, 2021 Cloze Test Graph Representation Learning
Code Code Available Graph-Fraudster: Adversarial Attacks on Graph Neural Network Based Vertical Federated Learning Oct 13, 2021 Adversarial Attack Federated Learning
Code Code Available GRAPE for Fast and Scalable Graph Processing and random walk-based Embedding Oct 12, 2021 Edge Classification Graph Representation Learning
Code Code Available Pre-training Molecular Graph Representation with 3D Geometry Oct 7, 2021 3D geometry Graph Representation Learning
Code Code Available Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations Oct 6, 2021 Graph Representation Learning Knowledge Base Completion
Code Code Available Learning Compact Representations of Neural Networks using DiscriminAtive Masking (DAM) Oct 1, 2021 Dimensionality Reduction Graph Representation Learning
Code Code Available GraphGT: Machine Learning Datasets for Graph Generation and Transformation Sep 24, 2021 BIG-bench Machine Learning Drug Design
Code Code Available AutoGCL: Automated Graph Contrastive Learning via Learnable View Generators Sep 21, 2021 Contrastive Learning Graph Representation Learning
Code Code Available Jointly Learnable Data Augmentations for Self-Supervised GNNs Aug 23, 2021 Data Augmentation Graph Representation Learning
Code Code Available Graph Trend Filtering Networks for Recommendations Aug 12, 2021 Collaborative Filtering Graph Representation Learning
Code Code Available CCGL: Contrastive Cascade Graph Learning Jul 27, 2021 Data Augmentation Graph Learning
Code Code Available Edge Representation Learning with Hypergraphs Jun 30, 2021 Graph Classification Graph Reconstruction
Code Code Available MHNF: Multi-hop Heterogeneous Neighborhood information Fusion graph representation learning Jun 17, 2021 Graph Representation Learning Node Classification
Code Code Available Evaluating Modules in Graph Contrastive Learning Jun 15, 2021 Contrastive Learning Graph Classification
Code Code Available Self-supervised Graph-level Representation Learning with Local and Global Structure Jun 8, 2021 Graph Representation Learning Representation Learning
Code Code Available Graph Barlow Twins: A self-supervised representation learning framework for graphs Jun 4, 2021 Contrastive Learning Graph Representation Learning
Code Code Available Heterogeneous Graph Representation Learning with Relation Awareness May 24, 2021 Graph Learning Graph Neural Network
Code Code Available Multi-Scale Contrastive Siamese Networks for Self-Supervised Graph Representation Learning May 12, 2021 Contrastive Learning Graph Representation Learning
Code Code Available Retrieving Complex Tables with Multi-Granular Graph Representation Learning May 4, 2021 Graph Representation Learning Natural Language Queries
Code Code Available UniGNN: a Unified Framework for Graph and Hypergraph Neural Networks May 3, 2021 Graph Representation Learning Representation Learning
Code Code Available QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering Apr 13, 2021 Common Sense Reasoning Graph Representation Learning
Code Code Available New Benchmarks for Learning on Non-Homophilous Graphs Apr 3, 2021 Attribute Fraud Detection
Code Code Available E-GraphSAGE: A Graph Neural Network based Intrusion Detection System for IoT Mar 30, 2021 Anomaly Detection Graph Neural Network
Code Code Available Catastrophic Forgetting in Deep Graph Networks: an Introductory Benchmark for Graph Classification Mar 22, 2021 Continual Learning General Classification
Code Code Available Adversarial Graph Disentanglement Mar 12, 2021 Disentanglement Graph Representation Learning
Code Code Available Exploiting Edge-Oriented Reasoning for 3D Point-based Scene Graph Analysis Mar 9, 2021 3d scene graph generation graph construction
Code Code Available Size-Invariant Graph Representations for Graph Classification Extrapolations Mar 8, 2021 Classification General Classification
Code Code Available Graph Autoencoder for Graph Compression and Representation Learning Mar 4, 2021 Data Compression Graph Classification
Code Code Available Towards a Unified Framework for Fair and Stable Graph Representation Learning Feb 25, 2021 counterfactual Fairness
Code Code Available Fast Graph Learning with Unique Optimal Solutions Feb 17, 2021 Form Graph Learning
Code Code Available Large-Scale Representation Learning on Graphs via Bootstrapping Feb 12, 2021 Contrastive Learning Graph Representation Learning
Code Code Available Graphonomy: Universal Image Parsing via Graph Reasoning and Transfer Jan 26, 2021 Graph Representation Learning Human Parsing
Code Code Available Generating a Doppelganger Graph: Resembling but Distinct Jan 23, 2021 Benchmarking Graph Representation Learning
Code Code Available Boost then Convolve: Gradient Boosting Meets Graph Neural Networks Jan 21, 2021 Graph Representation Learning Representation Learning
Code Code Available SUGAR: Subgraph Neural Network with Reinforcement Pooling and Self-Supervised Mutual Information Mechanism Jan 20, 2021 Graph Classification Graph Neural Network
Code Code Available Predicting Patient Outcomes with Graph Representation Learning Jan 11, 2021 Graph Representation Learning Length-of-Stay prediction
Code Code Available xERTE: Explainable Reasoning on Temporal Knowledge Graphs for Forecasting Future Links Dec 31, 2020 Graph Representation Learning Knowledge Graphs
Code Code Available A Meta-Learning Approach for Graph Representation Learning in Multi-Task Settings Dec 12, 2020 Graph Representation Learning Meta-Learning
Code Code Available Graph Mixture Density Networks Dec 5, 2020 Density Estimation Graph Representation Learning
Code Code Available Node Similarity Preserving Graph Convolutional Networks Nov 19, 2020 Graph Representation Learning Representation Learning
Code Code Available A Large-Scale Database for Graph Representation Learning Nov 16, 2020 Diversity Graph Neural Network
Code Code Available A step towards neural genome assembly Nov 10, 2020 Graph Representation Learning Representation Learning
Code Code Available Graph Neural Networks in Recommender Systems: A Survey Nov 4, 2020 Graph Neural Network Graph Representation Learning
Code Code Available Handling Missing Data with Graph Representation Learning Oct 30, 2020 Graph Representation Learning Imputation
Code Code Available GripNet: Graph Information Propagation on Supergraph for Heterogeneous Graphs Oct 29, 2020 Data Integration Graph Representation Learning
Code Code Available Graph Contrastive Learning with Adaptive Augmentation Oct 27, 2020 Attribute Contrastive Learning
Code Code Available Personalised Meta-path Generation for Heterogeneous GNNs Oct 26, 2020 Deep Reinforcement Learning Graph Representation Learning
Code Code Available Bi-GCN: Binary Graph Convolutional Network Oct 15, 2020 Binarization Graph Representation Learning
Code Code Available Disentangle-based Continual Graph Representation Learning Oct 6, 2020 Continual Learning Graph Embedding
Code Code Available Reward Propagation Using Graph Convolutional Networks Oct 6, 2020 Graph Representation Learning Representation Learning
Code Code Available 