Simplified Graph Convolution with Heterophily Feb 8, 2022 Node Classification
Code Code Available Bandit Sampling for Multiplex Networks Feb 8, 2022 Link Prediction Node Classification
— Unverified FMP: Toward Fair Graph Message Passing against Topology Bias Feb 8, 2022 Contrastive Learning Fairness
— Unverified Neural Models for Output-Space Invariance in Combinatorial Problems Feb 7, 2022 Node Classification
— Unverified Graph Neural Network with Curriculum Learning for Imbalanced Node Classification Feb 5, 2022 Classification Graph Classification
— Unverified Dimensionality Reduction Meets Message Passing for Graph Node Embeddings Feb 1, 2022 Dimensionality Reduction Node Classification
Code Code Available Investigating Transfer Learning in Graph Neural Networks Feb 1, 2022 Classification Graph Classification
— Unverified Learning Robust Representation through Graph Adversarial Contrastive Learning Jan 31, 2022 Contrastive Learning Graph Representation Learning
— Unverified SMGRL: Scalable Multi-resolution Graph Representation Learning Jan 29, 2022 Graph Representation Learning Node Classification
Code Code Available Density-Aware Hyper-Graph Neural Networks for Graph-based Semi-supervised Node Classification Jan 27, 2022 Classification Graph Attention
— Unverified Partition-Based Active Learning for Graph Neural Networks Jan 23, 2022 Active Learning Node Classification
Code Code Available Joint Learning of Hierarchical Community Structure and Node Representations: An Unsupervised Approach Jan 22, 2022 Graph Representation Learning Link Prediction
— Unverified Fair Node Representation Learning via Adaptive Data Augmentation Jan 21, 2022 Contrastive Learning Data Augmentation
— Unverified Enhancing Hyperbolic Graph Embeddings via Contrastive Learning Jan 21, 2022 Contrastive Learning Graph Representation Learning
— Unverified Informative Pseudo-Labeling for Graph Neural Networks with Few Labels Jan 20, 2022 Informativeness Node Classification
— Unverified RGL: A Simple yet Effective Relation Graph Augmented Prompt-based Tuning Approach for Few-Shot Learning Jan 16, 2022 Few-Shot Learning Link Prediction
Code Code Available Quasi-Framelets: Robust Graph Neural Networks via Adaptive Framelet Convolution Jan 11, 2022 Graph Learning Graph Neural Network
Code Code Available DeHIN: A Decentralized Framework for Embedding Large-scale Heterogeneous Information Networks Jan 8, 2022 Link Prediction Network Embedding
— Unverified Neighbor2vec: an efficient and effective method for Graph Embedding Jan 7, 2022 Graph Embedding Link Prediction
— Unverified Asymptotics of _2 Regularized Network Embeddings Jan 5, 2022 Link Prediction Node Classification
Code Code Available Graph Decipher: A transparent dual-attention graph neural network to understand the message-passing mechanism for the node classification Jan 4, 2022 Graph Neural Network Node Classification
— Unverified Toward the Analysis of Graph Neural Networks Jan 1, 2022 Node Classification
— Unverified D-HYPR: Harnessing Neighborhood Modeling and Asymmetry Preservation for Digraph Representation Learning Dec 22, 2021 Link Prediction Link Property Prediction
Code Code Available SkipNode: On Alleviating Performance Degradation for Deep Graph Convolutional Networks Dec 22, 2021 Link Prediction Node Classification
Code Code Available A Comprehensive Analytical Survey on Unsupervised and Semi-Supervised Graph Representation Learning Methods Dec 20, 2021 Clustering CPU
— Unverified Time-Aware Neighbor Sampling for Temporal Graph Networks Dec 18, 2021 Node Classification
— Unverified BGL: GPU-Efficient GNN Training by Optimizing Graph Data I/O and Preprocessing Dec 16, 2021 GPU Graph Property Prediction
— Unverified Neighborhood Random Walk Graph Sampling for Regularized Bayesian Graph Convolutional Neural Networks Dec 14, 2021 Classification Edge Classification
— Unverified On the Use of Unrealistic Predictions in Hundreds of Papers Evaluating Graph Representations Dec 8, 2021 Graph Representation Learning Multi-Label Classification
— Unverified A Piece-wise Polynomial Filtering Approach for Graph Neural Networks Dec 7, 2021 Node Classification
Code Code Available Learning Theory Can (Sometimes) Explain Generalisation in Graph Neural Networks Dec 7, 2021 Learning Theory Node Classification
— Unverified Trivial bundle embeddings for learning graph representations Dec 5, 2021 Link Prediction Node Classification
— Unverified Multi-scale Graph Convolutional Networks with Self-Attention Dec 4, 2021 Computational Efficiency Graph Classification
— Unverified Learning Spatial-Temporal Graphs for Active Speaker Detection Dec 2, 2021 Active Speaker Detection Audio-Visual Active Speaker Detection
— Unverified Source Free Unsupervised Graph Domain Adaptation Dec 2, 2021 Domain Adaptation GRAPH DOMAIN ADAPTATION
Code Code Available Multi-task Self-distillation for Graph-based Semi-Supervised Learning Dec 2, 2021 Node Classification
— Unverified AutoGEL: An Automated Graph Neural Network with Explicit Link Information Dec 2, 2021 Graph Classification Graph Neural Network
Code Code Available Adaptive Data Augmentation on Temporal Graphs Dec 1, 2021 Data Augmentation Node Classification
— Unverified Ultrahyperbolic Neural Networks Dec 1, 2021 Node Classification
— Unverified Structure-Aware Label Smoothing for Graph Neural Networks Dec 1, 2021 Classification Node Classification
— Unverified Contrastive Graph Poisson Networks: Semi-Supervised Learning with Extremely Limited Labels Dec 1, 2021 Graph Attention Node Classification
— Unverified p2pGNN: A Decentralized Graph Neural Network for Node Classification in Peer-to-Peer Networks Nov 29, 2021 Graph Neural Network Node Classification
Code Code Available Geometric Multimodal Deep Learning with Multi-Scaled Graph Wavelet Convolutional Network Nov 26, 2021 Multimodal Deep Learning Node Classification
— Unverified Network In Graph Neural Network Nov 23, 2021 Fraud Detection Graph Neural Network
— Unverified StrokeNet: Stroke Assisted and Hierarchical Graph Reasoning Networks Nov 23, 2021 Node Classification Relational Reasoning
— Unverified Graph Neural Networks with Feature and Structure Aware Random Walk Nov 19, 2021 Node Classification Representation Learning
— Unverified Transformation of Node to Knowledge Graph Embeddings for Faster Link Prediction in Social Networks Nov 17, 2021 Knowledge Graph Embeddings Link Prediction
Code Code Available Neural Class Expression Synthesis Nov 16, 2021 Knowledge Graphs Machine Translation
Code Code Available Structure and Features Fusion with Evidential Graph Convolutional Neural Network for Node Classification Nov 16, 2021 Classification Graph Representation Learning
— Unverified CN-Motifs Perceptive Graph Neural Networks Nov 15, 2021 Graph Representation Learning Node Classification
— Unverified 