Mixed Graph Contrastive Network for Semi-Supervised Node Classification Jun 6, 2022 Classification Contrastive Learning
— Unverified Restructuring Graph for Higher Homophily via Adaptive Spectral Clustering Jun 6, 2022 Clustering Node Classification
— Unverified On Calibration of Graph Neural Networks for Node Classification Jun 3, 2022 Classification Link Prediction
Code Code Available Universal Deep GNNs: Rethinking Residual Connection in GNNs from a Path Decomposition Perspective for Preventing the Over-smoothing May 30, 2022 Node Classification
— Unverified Bayesian Robust Graph Contrastive Learning May 27, 2022 Contrastive Learning Node Classification
Code Code Available High-Order Pooling for Graph Neural Networks with Tensor Decomposition May 24, 2022 Classification Graph Classification
— Unverified ImGCL: Revisiting Graph Contrastive Learning on Imbalanced Node Classification May 23, 2022 Classification Contrastive Learning
— Unverified 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 Simplifying Node Classification on Heterophilous Graphs with Compatible Label Propagation May 19, 2022 Graph Learning Node Classification
Code Code Available A Simple Yet Effective SVD-GCN for Directed Graphs May 19, 2022 Denoising Graph Neural Network
Code Code Available Parallel and Distributed Graph Neural Networks: An In-Depth Concurrency Analysis May 19, 2022 Graph Classification Link Prediction
— Unverified CellTypeGraph: A New Geometric Computer Vision Benchmark May 17, 2022 Graph Neural Network Node Classification
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 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 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 Multi-view graph structure learning using subspace merging on Grassmann manifold Apr 11, 2022 Graph Classification Graph structure learning
— Unverified Inferring from References with Differences for Semi-Supervised Node Classification on Graphs 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 Synthetic Graph Generation to Benchmark Graph Learning Apr 4, 2022 Graph Generation Graph Learning
— Unverified A Survey on Graph Representation Learning Methods Apr 4, 2022 Anomaly Detection Graph Embedding
— 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 A Top-down Supervised Learning Approach to Hierarchical Multi-label Classification in Networks Mar 23, 2022 Classification Hierarchical Multi-label Classification
— Unverified Supervised Contrastive Learning with Structure Inference for Graph Classification Mar 15, 2022 Classification Contrastive Learning
— Unverified Defending Graph Convolutional Networks against Dynamic Graph Perturbations via Bayesian Self-supervision Mar 7, 2022 Node Classification Self-Supervised Learning
Code Code Available Shift-Robust Node Classification via Graph Adversarial Clustering Mar 7, 2022 Classification Clustering
— Unverified Deep Partial Multiplex Network Embedding Mar 5, 2022 Link Prediction Network Embedding
— Unverified Pay Attention to Relations: Multi-embeddings for Attributed Multiplex Networks Mar 3, 2022 Community Detection Link Prediction
— Unverified Graph Representation Learning Beyond Node and Homophily Mar 3, 2022 Edge Classification Graph Embedding
Code Code Available Exploring Edge Disentanglement for Node Classification Feb 23, 2022 Classification Disentanglement
— Unverified When Does A Spectral Graph Neural Network Fail in Node Classification? Feb 16, 2022 Graph Learning Graph Neural Network
— Unverified Adversarial Graph Contrastive Learning with Information Regularization Feb 14, 2022 Contrastive Learning Data Augmentation
Code Code Available Geometric Graph Representation Learning via Maximizing Rate Reduction Feb 13, 2022 Community Detection Contrastive Learning
— Unverified Learning Asymmetric Embedding for Attributed Networks via Convolutional Neural Network Feb 13, 2022 Graph Neural Network Link Prediction
— Unverified 