View-Consistent Heterogeneous Network on Graphs With Few Labeled Nodes Mar 17, 2022 Node Classification Self-Supervised Learning
Code Code Available Supervised Contrastive Learning with Structure Inference for Graph Classification Mar 15, 2022 Classification Contrastive Learning
— Unverified GRAND+: Scalable Graph Random Neural Networks Mar 12, 2022 Data Augmentation Graph Learning
Code Code Available Shift-Robust Node Classification via Graph Adversarial Clustering Mar 7, 2022 Classification Clustering
— Unverified Defending Graph Convolutional Networks against Dynamic Graph Perturbations via Bayesian Self-supervision Mar 7, 2022 Node Classification Self-Supervised Learning
Code Code Available Deep Partial Multiplex Network Embedding Mar 5, 2022 Link Prediction Network Embedding
— Unverified R-GCN: The R Could Stand for Random Mar 4, 2022 Knowledge Graphs Link Prediction
Code Code Available Graph Representation Learning Beyond Node and Homophily Mar 3, 2022 Edge Classification Graph Embedding
Code Code Available Pay Attention to Relations: Multi-embeddings for Attributed Multiplex Networks Mar 3, 2022 Community Detection Link Prediction
— Unverified GAP: Differentially Private Graph Neural Networks with Aggregation Perturbation Mar 2, 2022 Node Classification
Code Code Available Graph Attention Retrospective Feb 26, 2022 Graph Attention Node Classification
Code Code Available MuMiN: A Large-Scale Multilingual Multimodal Fact-Checked Misinformation Social Network Dataset Feb 23, 2022 Articles Misinformation
Code Code Available Exploring Edge Disentanglement for Node Classification Feb 23, 2022 Classification Disentanglement
— Unverified Graph Masked Autoencoders with Transformers Feb 17, 2022 Decoder Graph Classification
Code Code Available When Does A Spectral Graph Neural Network Fail in Node Classification? Feb 16, 2022 Graph Learning Graph Neural Network
— Unverified Random Laplacian Features for Learning with Hyperbolic Space Feb 14, 2022 Graph Learning Node Classification
Code Code Available Adversarial Graph Contrastive Learning with Information Regularization Feb 14, 2022 Contrastive Learning Data Augmentation
Code Code Available Learning Asymmetric Embedding for Attributed Networks via Convolutional Neural Network Feb 13, 2022 Graph Neural Network Link Prediction
— Unverified Geometric Graph Representation Learning via Maximizing Rate Reduction Feb 13, 2022 Community Detection Contrastive Learning
— Unverified Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs Feb 9, 2022 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available Simplified Graph Convolution with Heterophily Feb 8, 2022 Node Classification
Code Code Available FMP: Toward Fair Graph Message Passing against Topology Bias Feb 8, 2022 Contrastive Learning Fairness
— Unverified Bandit Sampling for Multiplex Networks Feb 8, 2022 Link Prediction Node Classification
— 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 MarkovGNN: Graph Neural Networks on Markov Diffusion Feb 5, 2022 Clustering Node Classification
Code Code Available Convolutional Neural Networks on Graphs with Chebyshev Approximation, Revisited Feb 4, 2022 GPR Graph Learning
Code Code Available Graph Coloring with Physics-Inspired Graph Neural Networks Feb 3, 2022 Clustering Community Detection
Code Code Available Investigating Transfer Learning in Graph Neural Networks Feb 1, 2022 Classification Graph Classification
— Unverified When Do Flat Minima Optimizers Work? Feb 1, 2022 Benchmarking Graph Learning
Code Code Available Dimensionality Reduction Meets Message Passing for Graph Node Embeddings Feb 1, 2022 Dimensionality Reduction Node Classification
Code Code Available Learning Robust Representation through Graph Adversarial Contrastive Learning Jan 31, 2022 Contrastive Learning Graph Representation Learning
— Unverified Graph Representation Learning via Aggregation Enhancement Jan 30, 2022 Data Augmentation Graph Representation Learning
Code Code Available SMGRL: Scalable Multi-resolution Graph Representation Learning Jan 29, 2022 Graph Representation Learning Node Classification
Code Code Available FedGCN: Convergence-Communication Tradeoffs in Federated Training of Graph Convolutional Networks Jan 28, 2022 Federated 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 Unsupervised Graph Poisoning Attack via Contrastive Loss Back-propagation Jan 20, 2022 Adversarial Attack Contrastive Learning
Code Code Available Informative Pseudo-Labeling for Graph Neural Networks with Few Labels Jan 20, 2022 Informativeness Node Classification
— Unverified Decoupling the Depth and Scope of Graph Neural Networks Jan 19, 2022 Link Prediction Node Classification
Code Code Available Towards Unsupervised Deep Graph Structure Learning Jan 17, 2022 Contrastive Learning Graph structure learning
Code Code Available 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 MGAE: Masked Autoencoders for Self-Supervised Learning on Graphs Jan 7, 2022 Decoder Graph Neural Network
Code Code Available Towards Similarity-Aware Time-Series Classification Jan 5, 2022 Classification Dynamic Time Warping
Code Code Available 