Recipe for a General, Powerful, Scalable Graph Transformer May 25, 2022 Graph Classification Graph Property Prediction
Code Code Available Recipe2Vec: Multi-modal Recipe Representation Learning with Graph Neural Networks May 24, 2022 Adversarial Attack Graph Neural Network
Code Code Available High-Order Pooling for Graph Neural Networks with Tensor Decomposition May 24, 2022 Classification Graph Classification
— Unverified Compressing Deep Graph Neural Networks via Adversarial Knowledge Distillation May 24, 2022 Graph Classification Knowledge Distillation
Code Code Available ImGCL: Revisiting Graph Contrastive Learning on Imbalanced Node Classification May 23, 2022 Classification Contrastive Learning
— Unverified GraphMAE: Self-Supervised Masked Graph Autoencoders May 22, 2022 Contrastive Learning Graph Classification
Code Code Available Heterformer: Transformer-based Deep Node Representation Learning on Heterogeneous Text-Rich Networks May 20, 2022 Clustering Graph Attention
Code Code Available DELATOR: Money Laundering Detection via Multi-Task Learning on Large Transaction Graphs May 20, 2022 Financial Analysis Multi-Task Learning
— Unverified On the Prediction Instability of Graph Neural Networks May 20, 2022 Node Classification Prediction
Code Code Available FairNorm: Fair and Fast Graph Neural Network Training May 20, 2022 Fairness Graph Neural Network
— Unverified Towards Explanation for Unsupervised Graph-Level Representation Learning May 20, 2022 Decision Making Graph Classification
Code Code Available What's Behind the Mask: Understanding Masked Graph Modeling for Graph Autoencoders May 20, 2022 Contrastive Learning Link Prediction
Code Code Available Parallel and Distributed Graph Neural Networks: An In-Depth Concurrency Analysis May 19, 2022 Graph Classification Link Prediction
— Unverified A Simple Yet Effective SVD-GCN for Directed Graphs May 19, 2022 Denoising Graph Neural Network
Code Code Available Simplifying Node Classification on Heterophilous Graphs with Compatible Label Propagation May 19, 2022 Graph Learning Node Classification
Code Code Available CellTypeGraph: A New Geometric Computer Vision Benchmark May 17, 2022 Graph Neural Network Node Classification
Code Code Available Finding Global Homophily in Graph Neural Networks When Meeting Heterophily May 15, 2022 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available NDGGNET-A Node Independent Gate based Graph Neural Networks May 11, 2022 Graph Classification Link Prediction
— Unverified A Survey on Fairness for Machine Learning on Graphs May 11, 2022 BIG-bench Machine Learning Fairness
Code Code Available Select and Calibrate the Low-confidence: Dual-Channel Consistency based Graph Convolutional Networks May 8, 2022 Node Classification
— Unverified Bandits for Structure Perturbation-based Black-box Attacks to Graph Neural Networks with Theoretical Guarantees May 7, 2022 Graph Classification Node Classification
Code Code Available Optimal Propagation for Graph Neural Networks May 6, 2022 Node Classification
— Unverified LPGNet: Link Private Graph Networks for Node Classification May 6, 2022 Classification Node Classification
Code Code Available Learning Label Initialization for Time-Dependent Harmonic Extension May 3, 2022 Classification Node Classification
Code Code Available FastGCL: Fast Self-Supervised Learning on Graphs via Contrastive Neighborhood Aggregation May 2, 2022 Classification Contrastive Learning
— Unverified RoSA: A Robust Self-Aligned Framework for Node-Node Graph Contrastive Learning Apr 29, 2022 Contrastive Learning Diversity
Code Code Available Detecting Topology Attacks against Graph Neural Networks Apr 21, 2022 Node Classification
— Unverified Effects of Graph Convolutions in Multi-layer Networks Apr 20, 2022 Node Classification Stochastic Block Model
— Unverified Dark Spot Detection from SAR Images Based on Superpixel Deeper Graph Convolutional Network Apr 20, 2022 Graph Neural Network Node Classification
— Unverified Label Efficient Regularization and Propagation for Graph Node Classification Apr 19, 2022 Attribute Benchmarking
— Unverified BSAL: A Framework of Bi-component Structure and Attribute Learning for Link Prediction Apr 18, 2022 Attribute Graph Classification
Code Code Available Neural Structured Prediction for Inductive Node Classification Apr 15, 2022 Classification Node Classification
Code Code Available ERGO: Event Relational Graph Transformer for Document-level Event Causality Identification Apr 15, 2022 Event Causality Identification Node Classification
— Unverified A Hierarchical Block Distance Model for Ultra Low-Dimensional Graph Representations Apr 12, 2022 Community Detection Graph Representation Learning
Code Code Available Inferring from References with Differences for Semi-Supervised Node Classification on Graphs Apr 11, 2022 Node Classification
Code Code Available Multi-view graph structure learning using subspace merging on Grassmann manifold Apr 11, 2022 Graph Classification Graph structure learning
— Unverified Graph Ordering Attention Networks Apr 11, 2022 Node Classification
Code Code Available Explicit Feature Interaction-aware Graph Neural Networks Apr 7, 2022 Graph Neural Network Node Classification
Code Code Available Bridging the Gap of AutoGraph between Academia and Industry: Analysing AutoGraph Challenge at KDD Cup 2020 Apr 6, 2022 AutoML GPU
Code Code Available A Survey on Graph Representation Learning Methods Apr 4, 2022 Anomaly Detection Graph Embedding
— Unverified GraFN: Semi-Supervised Node Classification on Graph with Few Labels via Non-Parametric Distribution Assignment Apr 4, 2022 Node Classification Self-Supervised Learning
Code Code Available Synthetic Graph Generation to Benchmark Graph Learning Apr 4, 2022 Graph Generation Graph Learning
— Unverified Message Passing Neural Networks for Hypergraphs Mar 31, 2022 Graph Neural Network Hypergraph representations
— Unverified Neighbor Enhanced Graph Convolutional Networks for Node Classification and Recommendation Mar 30, 2022 Classification Node Classification
— Unverified Supervised Graph Contrastive Learning for Few-shot Node Classification Mar 29, 2022 Classification Contrastive Learning
— Unverified TGL: A General Framework for Temporal GNN Training on Billion-Scale Graphs Mar 28, 2022 CPU GPU
Code Code Available Node Representation Learning in Graph via Node-to-Neighbourhood Mutual Information Maximization Mar 23, 2022 Node Classification Representation Learning
Code Code Available A Top-down Supervised Learning Approach to Hierarchical Multi-label Classification in Networks Mar 23, 2022 Classification Hierarchical Multi-label Classification
— Unverified BNS-GCN: Efficient Full-Graph Training of Graph Convolutional Networks with Partition-Parallelism and Random Boundary Node Sampling Mar 21, 2022 Node Classification
Code Code Available Exploiting Neighbor Effect: Conv-Agnostic GNNs Framework for Graphs with Heterophily Mar 19, 2022 Node Classification
Code Code Available 