Adversarial Attacks on Neural Networks for Graph Data May 21, 2018 General Classification Node Classification
Code Code Available Graph Attention is Not Always Beneficial: A Theoretical Analysis of Graph Attention Mechanisms via Contextual Stochastic Block Models Dec 20, 2024 Graph Attention Node Classification
Code Code Available Large Language Model-driven Meta-structure Discovery in Heterogeneous Information Network Feb 18, 2024 Language Modeling Language Modelling
Code Code Available Contrast Similarity-Aware Dual-Pathway Mamba for Multivariate Time Series Node Classification Nov 19, 2024 Dynamic Time Warping Mamba
Code Code Available Contrastive Meta-Learning for Few-shot Node Classification Jun 27, 2023 Classification Graph Mining
Code Code Available Contrastive Learning Meets Pseudo-label-assisted Mixup Augmentation: A Comprehensive Graph Representation Framework from Local to Global Jan 30, 2025 Contrastive Learning Graph Representation Learning
Code Code Available Large-Scale Learnable Graph Convolutional Networks Aug 12, 2018 Document Classification Inductive Learning
Code Code Available Geometric Scattering Attention Networks Oct 28, 2020 Graph Representation Learning Node Classification
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 LASE: Learned Adjacency Spectral Embeddings Dec 23, 2024 Graph Attention Graph Neural Network
Code Code Available The Map Equation Goes Neural: Mapping Network Flows with Graph Neural Networks Oct 2, 2023 Clustering Community Detection
Code Code Available Layer-Dependent Importance Sampling for Training Deep and Large Graph Convolutional Networks Nov 17, 2019 Node Classification
Code Code Available Theoretical and Empirical Insights into the Origins of Degree Bias in Graph Neural Networks Apr 4, 2024 Node Classification
Code Code Available Learnable Hypergraph Laplacian for Hypergraph Learning Jun 10, 2021 Graph Classification Node Classification
Code Code Available Learnable Hypergraph Laplacian for Hypergraph Learning Jun 12, 2021 Graph Classification Node Classification
Code Code Available Learn from Heterophily: Heterophilous Information-enhanced Graph Neural Network Mar 26, 2024 Graph Learning Graph Neural Network
Code Code Available Continuous Graph Neural Networks Dec 2, 2019 Node Classification
Code Code Available Learning a Mini-batch Graph Transformer via Two-stage Interaction Augmentation Jul 13, 2024 Computational Efficiency Graph Learning
Code Code Available Variational Embeddings for Community Detection and Node Representation Jan 11, 2021 Community Detection Node Classification
Code Code Available Learning Based Proximity Matrix Factorization for Node Embedding Jun 10, 2021 Link Prediction Node Classification
Code Code Available Robust Graph Representation Learning via Neural Sparsification Jan 1, 2020 Fraud Detection Graph Representation Learning
Code Code Available Connector 0.5: A unified framework for graph representation learning Apr 25, 2023 Graph Embedding Graph Generation
Code Code Available Learning Discrete Structures for Graph Neural Networks Mar 28, 2019 Music Genre Recognition Node Classification
Code Code Available A Simple and Scalable Graph Neural Network for Large Directed Graphs Jun 14, 2023 Classification Graph Neural Network
Code Code Available Learning from Heterogeneity: A Dynamic Learning Framework for Hypergraphs Jul 7, 2023 Graph Learning Graph Neural Network
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 Geometric instability of graph neural networks on large graphs Aug 19, 2023 Link Prediction Node Classification
Code Code Available The Self-Loop Paradox: Investigating the Impact of Self-Loops on Graph Neural Networks Dec 4, 2023 Node Classification
Code Code Available The Split Matters: Flat Minima Methods for Improving the Performance of GNNs Jun 15, 2023 Node Classification
Code Code Available Learning Label Initialization for Time-Dependent Harmonic Extension May 3, 2022 Classification Node Classification
Code Code Available Geometric deep learning on graphs and manifolds using mixture model CNNs Nov 25, 2016 Deep Learning Document Classification
Code Code Available Generative-Contrastive Heterogeneous Graph Neural Network Apr 3, 2024 Contrastive Learning Data Augmentation
Code Code Available ROD: Reception-aware Online Distillation for Sparse Graphs Jul 25, 2021 Clustering Graph Learning
Code Code Available A Simple and Yet Fairly Effective Defense for Graph Neural Networks Feb 21, 2024 Adversarial Defense Node Classification
Code Code Available Learning on Large Graphs using Intersecting Communities May 31, 2024 Graph Learning LEMMA
Code Code Available Role action embeddings: scalable representation of network positions Nov 19, 2018 General Classification Graph Neural Network
Code Code Available Mixture of Scope Experts at Test: Generalizing Deeper Graph Neural Networks with Shallow Variants Sep 11, 2024 Node Classification
Code Code Available Learning Representations using Spectral-Biased Random Walks on Graphs May 19, 2020 Graph Embedding Link Prediction
Code Code Available Learning Node Representations against Perturbations Aug 26, 2020 Contrastive Learning Inductive Learning
Code Code Available ConCur: Self-supervised graph representation based on contrastive learning with curriculum negative sampling Sep 1, 2023 Contrastive Learning Graph Representation Learning
Code Code Available Wide & Deep Learning for Node Classification May 4, 2025 Classification Deep Learning
Code Code Available Adversarial Attacks on Graph Neural Networks via Meta Learning Feb 22, 2019 General Classification Meta-Learning
Code Code Available SA-GNAS: Seed Architecture Expansion for Efficient Large-scale Graph Neural Architecture Search Dec 3, 2024 Link Prediction Neural Architecture Search
Code Code Available SA-MLP: Distilling Graph Knowledge from GNNs into Structure-Aware MLP Oct 18, 2022 Knowledge Distillation Node Classification
Code Code Available Generalized Learning of Coefficients in Spectral Graph Convolutional Networks Sep 7, 2024 Node Classification
Code Code Available Learning to Make Predictions on Graphs with Autoencoders Feb 23, 2018 Classification General Classification
Code Code Available Learning to Solve Multiresolution Matrix Factorization by Manifold Optimization and Evolutionary Metaheuristics Jun 1, 2024 Evolutionary Algorithms Node Classification
Code Code Available Generalized Laplacian Regularized Framelet Graph Neural Networks Oct 27, 2022 Denoising Graph Learning
Code Code Available TME-BNA: Temporal Motif-Preserving Network Embedding with Bicomponent Neighbor Aggregation Oct 26, 2021 Link Prediction Network Embedding
Code Code Available ABG-NAS: Adaptive Bayesian Genetic Neural Architecture Search for Graph Representation Learning Apr 30, 2025 Graph Neural Network Graph Representation Learning
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