Teaching Yourself: Graph Self-Distillation on Neighborhood for Node Classification Oct 5, 2022 Classification Node Classification
— Unverified TPGNN: Learning High-order Information in Dynamic Graphs via Temporal Propagation Oct 3, 2022 Graph Neural Network Informativeness
— Unverified ASGNN: Graph Neural Networks with Adaptive Structure Oct 3, 2022 Graph Neural Network Node Classification
— Unverified Gradient Gating for Deep Multi-Rate Learning on Graphs Oct 2, 2022 Graph Learning
Code Code Available Spectral Augmentation for Self-Supervised Learning on Graphs Oct 2, 2022 Contrastive Learning Node Classification
Code Code Available Symbolic Hyperdimensional Vectors with Sparse Graph Convolutional Neural Networks Sep 30, 2022 Link Prediction Node Classification
Code Code Available MLPInit: Embarrassingly Simple GNN Training Acceleration with MLP Initialization Sep 30, 2022 Link Prediction Node Classification
Code Code Available Graph Anomaly Detection with Graph Neural Networks: Current Status and Challenges Sep 29, 2022 Anomaly Detection Graph Anomaly Detection
— Unverified Enabling Homogeneous GNNs to Handle Heterogeneous Graphs via Relation Embedding Sep 23, 2022 Graph Learning Graph Neural Network
— Unverified Imbalanced Node Processing Method in Graph Neural Network Classification Task Sep 18, 2022 Classification Graph Neural Network
— Unverified Make Heterophily Graphs Better Fit GNN: A Graph Rewiring Approach Sep 17, 2022 Node Classification
— Unverified De Bruijn goes Neural: Causality-Aware Graph Neural Networks for Time Series Data on Dynamic Graphs Sep 17, 2022 graph construction Graph Neural Network
— Unverified SPGP: Structure Prototype Guided Graph Pooling Sep 16, 2022 Graph Classification Graph Learning
— Unverified A Systematic Evaluation of Node Embedding Robustness Sep 16, 2022 Classification Node Classification
Code Code Available Hub-aware Random Walk Graph Embedding Methods for Classification Sep 15, 2022 Classification Graph Embedding
— Unverified DiP-GNN: Discriminative Pre-Training of Graph Neural Networks Sep 15, 2022 Graph Neural Network Node Classification
— Unverified Graph Perceiver IO: A General Architecture for Graph Structured Data Sep 14, 2022 Graph Classification Link Prediction
Code Code Available Semantic2Graph: Graph-based Multi-modal Feature Fusion for Action Segmentation in Videos Sep 13, 2022 Action Segmentation Graph Neural Network
— Unverified Characterizing Graph Datasets for Node Classification: Homophily-Heterophily Dichotomy and Beyond Sep 13, 2022 Informativeness Node Classification
— Unverified Adversarial Inter-Group Link Injection Degrades the Fairness of Graph Neural Networks Sep 13, 2022 Fairness Node Classification
Code Code Available Graph Polynomial Convolution Models for Node Classification of Non-Homophilous Graphs Sep 12, 2022 Generalization Bounds Node Classification
— Unverified A Complex Network based Graph Embedding Method for Link Prediction Sep 11, 2022 Data Visualization Graph Embedding
— Unverified Towards Sparsification of Graph Neural Networks Sep 11, 2022 image-classification Image Classification
Code Code Available Self-supervised Learning for Heterogeneous Graph via Structure Information based on Metapath Sep 9, 2022 Link Prediction Meta-Learning
— Unverified Structure-Preserving Graph Representation Learning Sep 2, 2022 Graph Representation Learning Node Classification
Code Code Available Heterogeneous Graph Tree Networks Sep 1, 2022 Node Classification
Code Code Available Cadence Detection in Symbolic Classical Music using Graph Neural Networks Aug 31, 2022 Key Detection Node Classification
— Unverified Associative Learning for Network Embedding Aug 30, 2022 Network Embedding Node Classification
— Unverified Toward Robust Graph Semi-Supervised Learning against Extreme Data Scarcity Aug 26, 2022 Data Augmentation Node Classification
— Unverified LTE4G: Long-Tail Experts for Graph Neural Networks Aug 22, 2022 Knowledge Distillation Node Classification
Code Code Available Robust Node Classification on Graphs: Jointly from Bayesian Label Transition and Topology-based Label Propagation Aug 21, 2022 Adversarial Defense Denoising
Code Code Available Scaling Up Dynamic Graph Representation Learning via Spiking Neural Networks Aug 15, 2022 Graph Representation Learning Node Classification
Code Code Available Signed Graph Neural Networks: A Frequency Perspective Aug 15, 2022 Link Sign Prediction Node Classification
— Unverified GPPT: Graph Pre-training and Prompt Tuning to Generalize Graph Neural Networks Aug 14, 2022 Few-Shot Learning Node Classification
Code Code Available Multiplex Heterogeneous Graph Convolutional Network Aug 12, 2022 Attribute Link Prediction
Code Code Available E2EG: End-to-End Node Classification Using Graph Topology and Text-based Node Attributes Aug 9, 2022 Classification Node Classification
Code Code Available TPM: Transition Probability Matrix -- Graph Structural Feature based Embedding Aug 7, 2022 Link Prediction Node Classification
— Unverified Node Copying: A Random Graph Model for Effective Graph Sampling Aug 4, 2022 Graph Sampling Node Classification
— Unverified Analysis of the Spatio-temporal Dynamics of COVID-19 in Massachusetts via Spectral Graph Wavelet Theory Jul 28, 2022 Graph Attention Node Classification
— Unverified Label-Only Membership Inference Attack against Node-Level Graph Neural Networks Jul 27, 2022 Graph Classification Inference Attack
— Unverified Generative Subgraph Contrast for Self-Supervised Graph Representation Learning Jul 25, 2022 Contrastive Learning Graph Representation Learning
Code Code Available SGAT: Simplicial Graph Attention Network Jul 24, 2022 Graph Attention Graph Learning
Code Code Available Understanding Non-linearity in Graph Neural Networks from the Bayesian-Inference Perspective Jul 22, 2022 Bayesian Inference Node Classification
Code Code Available Beyond Homophily: Structure-aware Path Aggregation Graph Neural Network Jul 20, 2022 Graph Mining Graph Neural Network
Code Code Available Digraphwave: Scalable Extraction of Structural Node Embeddings via Diffusion on Directed Graphs Jul 20, 2022 Anomaly Detection Node Classification
— Unverified Demystifying Graph Convolution with a Simple Concatenation Jul 18, 2022 Graph Learning Node Classification
— Unverified Comprehensive Graph Gradual Pruning for Sparse Training in Graph Neural Networks Jul 18, 2022 Node Classification
— Unverified Learning Long-Term Spatial-Temporal Graphs for Active Speaker Detection Jul 15, 2022 Active Speaker Detection Audio-Visual Active Speaker Detection
Code Code Available Differentially Private Graph Learning via Sensitivity-Bounded Personalized PageRank Jul 14, 2022 Graph Embedding Graph Learning
Code Code Available Equivariant Hypergraph Diffusion Neural Operators Jul 14, 2022 Computational Efficiency Node Classification
Code Code Available 