Browse State-of-the-Art › Node Classification › Papers, page 16
Node Classification
Papers archive 2025-07-28
archive papers tagged: 1,860 · with a code link: 991 · where Syntology ran a sample: 305 (256 with a run with no instrument failure, 49 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (305 of 1,860 tagged: 256 with a run with no instrument failure, 49 where every run was a failure of Syntology's instrument)
Page 16 of 19: papers 1,501 to 1,600 of 1,860, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.
Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.
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Neighborhood Random Walk Graph Sampling for Regularized Bayesian Graph Convolutional Neural Networks14 Dec 2021 0 repositories listed
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On the Use of Unrealistic Predictions in Hundreds of Papers Evaluating Graph Representations8 Dec 2021 0 repositories listed
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Learning Theory Can (Sometimes) Explain Generalisation in Graph Neural Networks7 Dec 2021 0 repositories listed
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Trivial bundle embeddings for learning graph representations5 Dec 2021 0 repositories listed
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Multi-scale Graph Convolutional Networks with Self-Attention4 Dec 2021 0 repositories listed
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Learning Spatial-Temporal Graphs for Active Speaker Detection2 Dec 2021 0 repositories listed
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2 Dec 2021 0 repositories listed
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Adaptive Data Augmentation on Temporal Graphs1 Dec 2021 0 repositories listed
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Contrastive Graph Poisson Networks: Semi-Supervised Learning with Extremely Limited Labels1 Dec 2021 0 repositories listed
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Structure-Aware Label Smoothing for Graph Neural Networks1 Dec 2021 0 repositories listed
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Ultrahyperbolic Neural Networks1 Dec 2021 0 repositories listed
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Geometric Multimodal Deep Learning with Multi-Scaled Graph Wavelet Convolutional Network26 Nov 2021 0 repositories listed
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23 Nov 2021 0 repositories listed
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StrokeNet: Stroke Assisted and Hierarchical Graph Reasoning Networks23 Nov 2021 0 repositories listed
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Graph Neural Networks with Feature and Structure Aware Random Walk19 Nov 2021 0 repositories listed
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Structure and Features Fusion with Evidential Graph Convolutional Neural Network for Node Classification16 Nov 2021 0 repositories listed
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15 Nov 2021 0 repositories listed
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Implicit vs Unfolded Graph Neural Networks12 Nov 2021 0 repositories listed
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Topic-aware latent models for representation learning on networks10 Nov 2021 0 repositories listed
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Graph Embedding with Hierarchical Attentive Membership31 Oct 2021 0 repositories listed
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Barlow Graph Auto-Encoder for Unsupervised Network Embedding29 Oct 2021 0 repositories listed
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26 Oct 2021 0 repositories listed
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Gophormer: Ego-Graph Transformer for Node Classification25 Oct 2021 0 repositories listed
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Degree-Based Random Walk Approach for Graph Embedding21 Oct 2021 0 repositories listed
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Watermarking Graph Neural Networks based on Backdoor Attacks21 Oct 2021 0 repositories listed
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Surrogate Representation Learning with Isometric Mapping for Gray-box Graph Adversarial Attacks20 Oct 2021 0 repositories listed
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Graph Partner Neural Networks for Semi-Supervised Learning on Graphs18 Oct 2021 0 repositories listed
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GCN-SE: Attention as Explainability for Node Classification in Dynamic Graphs11 Oct 2021 0 repositories listed
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Haar Wavelet Feature Compression for Quantized Graph Convolutional Networks10 Oct 2021 0 repositories listed
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Label Propagation across Graphs: Node Classification using Graph Neural Tangent Kernels7 Oct 2021 0 repositories listed
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Graph Pointer Neural Networks3 Oct 2021 0 repositories listed
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Latent Network Embedding via Adversarial Auto-encoders30 Sep 2021 0 repositories listed
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Bandits for Black-box Attacks to Graph Neural Networks with Structure Perturbation29 Sep 2021 0 repositories listed
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Connecting Graph Convolution and Graph PCA29 Sep 2021 0 repositories listed
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Convolutional Networks on Enhanced Message-Passing Graph Improve Semi-Supervised Classification with Few Labels29 Sep 2021 0 repositories listed
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Crossformer: Transformer with Alternated Cross-Layer Guidance29 Sep 2021 0 repositories listed
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Effective Polynomial Filter Adaptation for Graph Neural Networks29 Sep 2021 0 repositories listed
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Efficient Ensembles of Graph Neural Networks29 Sep 2021 0 repositories listed
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Equivariant Heterogeneous Graph Networks29 Sep 2021 0 repositories listed
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FEATURE-AUGMENTED HYPERGRAPH NEURAL NETWORKS29 Sep 2021 0 repositories listed
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GCN-SL: Graph Convolutional Network with Structure Learning for Disassortative Graphs29 Sep 2021 0 repositories listed
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Graph Information Matters: Understanding Graph Filters from Interaction Probability29 Sep 2021 0 repositories listed
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GraphENS: Neighbor-Aware Ego Network Synthesis for Class-Imbalanced Node Classification29 Sep 2021 0 repositories listed
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How Frequency Effect Graph Neural Networks29 Sep 2021 0 repositories listed
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Inductive Lottery Ticket Learning for Graph Neural Networks29 Sep 2021 0 repositories listed
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Is Heterophily A Real Nightmare For Graph Neural Networks on Performing Node Classification?29 Sep 2021 0 repositories listed
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m-mix: Generating hard negatives via multiple samples mixing for contrastive learning29 Sep 2021 0 repositories listed
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MULTI-LEVEL APPROACH TO ACCURATE AND SCALABLE HYPERGRAPH EMBEDDING29 Sep 2021 0 repositories listed
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Neurally boosted supervised spectral clustering29 Sep 2021 0 repositories listed
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PI-GNN: Towards Robust Semi-Supervised Node Classification against Noisy Labels29 Sep 2021 0 repositories listed
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Stabilized Self-training with Negative Sampling on Few-labeled Graph Data29 Sep 2021 0 repositories listed
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ConTIG: Continuous Representation Learning on Temporal Interaction Graphs27 Sep 2021 0 repositories listed
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Embedding Node Structural Role Identity Using Stress Majorization14 Sep 2021 0 repositories listed
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12 Sep 2021 0 repositories listed
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Ergodic Limits, Relaxations, and Geometric Properties of Random Walk Node Embeddings9 Sep 2021 0 repositories listed
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QUINT: Node embedding using network hashing9 Sep 2021 0 repositories listed
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HMSG: Heterogeneous Graph Neural Network based on Metapath Subgraph Learning7 Sep 2021 0 repositories listed
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Heterogeneous Graph Neural Network with Multi-view Representation Learning31 Aug 2021 0 repositories listed
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Quantized Convolutional Neural Networks Through the Lens of Partial Differential Equations31 Aug 2021 0 repositories listed
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24 Aug 2021 0 repositories listed
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REFINE: Random RangE FInder for Network Embedding24 Aug 2021 0 repositories listed
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A Hard Label Black-box Adversarial Attack Against Graph Neural Networks21 Aug 2021 0 repositories listed
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Semi-supervised Network Embedding with Differentiable Deep Quantisation20 Aug 2021 0 repositories listed
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Unsupervised Domain-adaptive Hash for Networks20 Aug 2021 0 repositories listed
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Blockchain Phishing Scam Detection via Multi-channel Graph Classification19 Aug 2021 0 repositories listed
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Label-informed Graph Structure Learning for Node Classification10 Aug 2021 0 repositories listed
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A Framework for Joint Unsupervised Learning of Cluster-Aware Embedding for Heterogeneous Networks9 Aug 2021 0 repositories listed
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Missing Data Estimation in Temporal Multilayer Position-aware Graph Neural Network (TMP-GNN)7 Aug 2021 0 repositories listed
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Explicit Pairwise Factorized Graph Neural Network for Semi-Supervised Node Classification27 Jul 2021 0 repositories listed
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GCExplainer: Human-in-the-Loop Concept-based Explanations for Graph Neural Networks25 Jul 2021 0 repositories listed
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Ego-GNNs: Exploiting Ego Structures in Graph Neural Networks22 Jul 2021 0 repositories listed
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A Graph Data Augmentation Strategy with Entropy Preservation13 Jul 2021 0 repositories listed
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Automated Graph Learning via Population Based Self-Tuning GCN9 Jul 2021 0 repositories listed
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Privacy-Preserving Representation Learning on Graphs: A Mutual Information Perspective3 Jul 2021 0 repositories listed
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SearchGCN: Powering Embedding Retrieval by Graph Convolution Networks for E-Commerce Search1 Jul 2021 0 repositories listed
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Curvature Graph Neural Network30 Jun 2021 0 repositories listed
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Exploiting Spiking Dynamics with Spatial-temporal Feature Normalization in Graph Learning30 Jun 2021 0 repositories listed
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Dual GNNs: Graph Neural Network Learning with Limited Supervision29 Jun 2021 0 repositories listed
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24 Jun 2021 0 repositories listed
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A Vertical Federated Learning Framework for Graph Convolutional Network22 Jun 2021 0 repositories listed
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GraphMixup: Improving Class-Imbalanced Node Classification on Graphs by Self-supervised Context Prediction21 Jun 2021 0 repositories listed
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Large-Scale Network Embedding in Apache Spark20 Jun 2021 0 repositories listed
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18 Jun 2021 0 repositories listed
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Self-supervised Incremental Deep Graph Learning for Ethereum Phishing Scam Detection18 Jun 2021 0 repositories listed
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Data Augmentation for Graph Convolutional Network on Semi-Supervised Classification16 Jun 2021 0 repositories listed
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SEEN: Sharpening Explanations for Graph Neural Networks using Explanations from Neighborhoods16 Jun 2021 0 repositories listed
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Node Classification Meets Link Prediction on Knowledge Graphs14 Jun 2021 0 repositories listed
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Robust Graph Meta-learning for Weakly-supervised Few-shot Node Classification12 Jun 2021 0 repositories listed
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Is Homophily a Necessity for Graph Neural Networks?11 Jun 2021 0 repositories listed
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AKE-GNN: Effective Graph Learning with Adaptive Knowledge Exchange10 Jun 2021 0 repositories listed
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Fairness-Aware Node Representation Learning9 Jun 2021 0 repositories listed
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Vertex-Centric Visual Programming for Graph Neural Networks9 Jun 2021 0 repositories listed
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On Local Aggregation in Heterophilic Graphs6 Jun 2021 0 repositories listed
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Graph Infomax Adversarial Learning for Treatment Effect Estimation with Networked Observational Data5 Jun 2021 0 repositories listed
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ℓ₂-norm Flow Diffusion in Near-Linear Time30 May 2021 0 repositories listed
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Relational Graph Neural Network Design via Progressive Neural Architecture Search30 May 2021 0 repositories listed
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GCN-SL: Graph Convolutional Networks with Structure Learning for Graphs under Heterophily28 May 2021 0 repositories listed
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Boosting-GNN: Boosting Algorithm for Graph Networks on Imbalanced Node Classification25 May 2021 0 repositories listed
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Auxiliary learning induced graph convolutional networks21 May 2021 0 repositories listed
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Is Heterophily A Real Nightmare For Graph Neural Networks Performing Node Classification?21 May 2021 0 repositories listed