Make Heterophily Graphs Better Fit GNN: A Graph Rewiring Approach Sep 17, 2022 Node Classification
— Unverified Mamba-Based Graph Convolutional Networks: Tackling Over-smoothing with Selective State Space Jan 26, 2025 Graph Neural Network Graph Representation Learning
— Unverified G^2Pxy: Generative Open-Set Node Classification on Graphs with Proxy Unknowns Aug 10, 2023 Classification Inductive Learning
— Unverified Matrix Manifold Neural Networks++ May 29, 2024 Action Recognition Node Classification
— Unverified Measuring and Relieving the Over-smoothing Problem for Graph Neural Networks from the Topological View Sep 7, 2019 Node Classification
— Unverified MEGAN: A Generative Adversarial Network for Multi-View Network Embedding Aug 20, 2019 Generative Adversarial Network Link Prediction
— Unverified Memory Augmented Design of Graph Neural Networks Jan 1, 2021 Node Classification
— Unverified Message Detouring: A Simple Yet Effective Cycle Representation for Expressive Graph Learning Feb 12, 2024 Classification Graph Classification
— Unverified Message Passing Neural Networks for Hypergraphs Mar 31, 2022 Graph Neural Network Hypergraph representations
— Unverified Message-Passing State-Space Models: Improving Graph Learning with Modern Sequence Modeling May 24, 2025 Computational Efficiency Graph Learning
— Unverified Meta-Inductive Node Classification across Graphs May 14, 2021 Classification General Knowledge
— Unverified Meta-multigraph Search: Rethinking Meta-structure on Heterogeneous Information Networks Apr 23, 2023 Node Classification
— Unverified Meta-path Free Semi-supervised Learning for Heterogeneous Networks Oct 18, 2020 Graph Neural Network Node Classification
— Unverified Metapaths guided Neighbors aggregated Network for?Heterogeneous Graph Reasoning Mar 11, 2021 Diversity Graph Embedding
— Unverified Minimal Driver Nodes for Structural Controllability of Large-Scale Dynamical Systems: Node Classification Nov 26, 2019 Node Classification
— Unverified Missing Data Estimation in Temporal Multilayer Position-aware Graph Neural Network (TMP-GNN) Aug 7, 2021 Attribute Graph Neural Network
— Unverified Mitigating Degree Bias Adaptively with Hard-to-Learn Nodes in Graph Contrastive Learning Jun 5, 2025 Contrastive Learning Node Classification
— Unverified Mixed-Curvature Transformers for Graph Representation Learning papersreview Jun 18, 2023 Graph Reconstruction Graph Representation Learning
— Unverified Mixture of Decoupled Message Passing Experts with Entropy Constraint for General Node Classification Feb 12, 2025 Mixture-of-Experts Node Classification
— Unverified Mixture of Experts for Node Classification Nov 30, 2024 Classification Mixture-of-Experts
— Unverified m-mix: Generating hard negatives via multiple samples mixing for contrastive learning Sep 29, 2021 Classification Contrastive Learning
— Unverified Modeling Graph Node Correlations with Neighbor Mixture Models Mar 29, 2021 Denoising Image Denoising
— Unverified Model Stealing Attack against Graph Classification with Authenticity, Uncertainty and Diversity Dec 18, 2023 Active Learning Diversity
— Unverified motif2vec: Motif Aware Node Representation Learning for Heterogeneous Networks Aug 22, 2019 BIG-bench Machine Learning Feature Engineering
— Unverified Multi-duplicated Characterization of Graph Structures using Information Gain Ratio for Graph Neural Networks Dec 24, 2022 Node Classification
— Unverified Multi-frame Detection via Graph Neural Networks: A Link Prediction Approach Oct 17, 2024 Link Prediction Node Classification
— Unverified Multi-Granular Attention based Heterogeneous Hypergraph Neural Network May 7, 2025 Graph Representation Learning Node Classification
— Unverified Multi-Label Graph Convolutional Network Representation Learning Dec 26, 2019 Multi-Label Classification Node Classification
— Unverified MULTI-LEVEL APPROACH TO ACCURATE AND SCALABLE HYPERGRAPH EMBEDDING Sep 29, 2021 Graph Embedding hypergraph embedding
— Unverified Multi-Relational Classification via Bayesian Ranked Non-Linear Embeddings Aug 6, 2019 Classification Document Classification
— Unverified Multi-scale Graph Convolutional Networks with Self-Attention Dec 4, 2021 Computational Efficiency Graph Classification
— Unverified Multi-source Unsupervised Domain Adaptation on Graphs with Transferability Modeling Jun 14, 2024 Domain Adaptation Meta-Learning
— Unverified Multi-task Self-distillation for Graph-based Semi-Supervised Learning Dec 2, 2021 Node Classification
— Unverified Multivariate Relations Aggregation Learning in Social Networks Aug 9, 2020 Attribute Graph Learning
— Unverified Multi-view graph structure learning using subspace merging on Grassmann manifold Apr 11, 2022 Graph Classification Graph structure learning
— Unverified Multi-View Subgraph Neural Networks: Self-Supervised Learning with Scarce Labeled Data Apr 19, 2024 Node Classification Self-Supervised Learning
— Unverified MuseGNN: Interpretable and Convergent Graph Neural Network Layers at Scale Oct 19, 2023 Graph Neural Network Node Classification
— Unverified MUSE: Multi-View Contrastive Learning for Heterophilic Graphs Jul 29, 2023 Contrastive Learning Diversity
— Unverified NCGNN: Node-Level Capsule Graph Neural Network for Semisupervised Classification Dec 7, 2020 Classification Graph Neural Network
— Unverified NDGGNET-A Node Independent Gate based Graph Neural Networks May 11, 2022 Graph Classification Link Prediction
— Unverified Neighbor2vec: an efficient and effective method for Graph Embedding Jan 7, 2022 Graph Embedding Link Prediction
— Unverified Neighbor Enhanced Graph Convolutional Networks for Node Classification and Recommendation Mar 30, 2022 Classification Node Classification
— Unverified Neighborhood Convolutional Network: A New Paradigm of Graph Neural Networks for Node Classification Nov 15, 2022 Graph Representation Learning Node Classification
— Unverified Neighborhood Random Walk Graph Sampling for Regularized Bayesian Graph Convolutional Neural Networks Dec 14, 2021 Classification Edge Classification
— Unverified NEMR: Network Embedding on Metric of Relation Jan 20, 2021 Link Prediction Network Embedding
— Unverified Scalable Hypergraph Embedding System Mar 9, 2021 Graph Embedding hypergraph embedding
— Unverified Network2Vec Learning Node Representation Based on Space Mapping in Networks Oct 23, 2019 General Classification Link Prediction
— Unverified Network In Graph Neural Network Nov 23, 2021 Fraud Detection Graph Neural Network
— Unverified Network Lens: Node Classification in Topologically Heterogeneous Networks Jan 15, 2019 Classification General Classification
— Unverified Network of Graph Convolutional Networks Trained on Random Walks Jan 1, 2018 General Classification Node Classification
— Unverified 