Browse State-of-the-Art › Node Classification › Papers, page 15

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 15 of 19: papers 1,401 to 1,500 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.

• HCL: Improving Graph Representation with Hierarchical Contrastive Learning
  21 Oct 2022 0 repositories listed
• A Magnetic Framelet-Based Convolutional Neural Network for Directed Graphs
  20 Oct 2022 0 repositories listed
• Causally-guided Regularization of Graph Attention Improves Generalizability
  20 Oct 2022 0 repositories listed
• On Classification Thresholds for Graph Attention with Edge Features
  18 Oct 2022 0 repositories listed
• Using Graph Algorithms to Pretrain Graph Completion Transformers
  14 Oct 2022 0 repositories listed
• Boosting Graph Neural Networks via Adaptive Knowledge Distillation
  12 Oct 2022 0 repositories listed
• JuryGCN: Quantifying Jackknife Uncertainty on Graph Convolutional Networks
  12 Oct 2022 0 repositories listed
• Linkless Link Prediction via Relational Distillation
  11 Oct 2022 0 repositories listed
• Uplifting Message Passing Neural Network with Graph Original Information
  8 Oct 2022 0 repositories listed
• Unsupervised Semantic Representation Learning of Scientific Literature Based on Graph Attention Mechanism and Maximum Mutual Information
  7 Oct 2022 0 repositories listed
• Teaching Yourself: Graph Self-Distillation on Neighborhood for Node Classification
  5 Oct 2022 0 repositories listed
• ASGNN: Graph Neural Networks with Adaptive Structure
  3 Oct 2022 0 repositories listed
• TPGNN: Learning High-order Information in Dynamic Graphs via Temporal Propagation
  3 Oct 2022 0 repositories listed
• Graph Anomaly Detection with Graph Neural Networks: Current Status and Challenges
  29 Sep 2022 0 repositories listed
• Enabling Homogeneous GNNs to Handle Heterogeneous Graphs via Relation Embedding
  23 Sep 2022 0 repositories listed
• Imbalanced Node Processing Method in Graph Neural Network Classification Task
  18 Sep 2022 0 repositories listed
• De Bruijn goes Neural: Causality-Aware Graph Neural Networks for Time Series Data on Dynamic Graphs
  17 Sep 2022 0 repositories listed
• Make Heterophily Graphs Better Fit GNN: A Graph Rewiring Approach
  17 Sep 2022 0 repositories listed
• SPGP: Structure Prototype Guided Graph Pooling
  16 Sep 2022 0 repositories listed
• DiP-GNN: Discriminative Pre-Training of Graph Neural Networks
  15 Sep 2022 0 repositories listed
• Hub-aware Random Walk Graph Embedding Methods for Classification
  15 Sep 2022 0 repositories listed
• Characterizing Graph Datasets for Node Classification: Homophily-Heterophily Dichotomy and Beyond
  13 Sep 2022 0 repositories listed
• Semantic2Graph: Graph-based Multi-modal Feature Fusion for Action Segmentation in Videos
  13 Sep 2022 0 repositories listed
• Graph Polynomial Convolution Models for Node Classification of Non-Homophilous Graphs
  12 Sep 2022 0 repositories listed
• A Complex Network based Graph Embedding Method for Link Prediction
  11 Sep 2022 0 repositories listed
• Self-supervised Learning for Heterogeneous Graph via Structure Information based on Metapath
  9 Sep 2022 0 repositories listed
• Cadence Detection in Symbolic Classical Music using Graph Neural Networks
  31 Aug 2022 0 repositories listed
• Associative Learning for Network Embedding
  30 Aug 2022 0 repositories listed
• Toward Robust Graph Semi-Supervised Learning against Extreme Data Scarcity
  26 Aug 2022 0 repositories listed
• Signed Graph Neural Networks: A Frequency Perspective
  15 Aug 2022 0 repositories listed
• TPM: Transition Probability Matrix -- Graph Structural Feature based Embedding
  7 Aug 2022 0 repositories listed
• Node Copying: A Random Graph Model for Effective Graph Sampling
  4 Aug 2022 0 repositories listed
• Analysis of the Spatio-temporal Dynamics of COVID-19 in Massachusetts via Spectral Graph Wavelet Theory
  28 Jul 2022 0 repositories listed
• Label-Only Membership Inference Attack against Node-Level Graph Neural Networks
  27 Jul 2022 0 repositories listed
• Digraphwave: Scalable Extraction of Structural Node Embeddings via Diffusion on Directed Graphs
  20 Jul 2022 0 repositories listed
• Comprehensive Graph Gradual Pruning for Sparse Training in Graph Neural Networks
  18 Jul 2022 0 repositories listed
• Demystifying Graph Convolution with a Simple Concatenation
  18 Jul 2022 0 repositories listed
• Graph CNN for Moving Object Detection in Complex Environments from Unseen Videos
  13 Jul 2022 0 repositories listed
• From Spectral Graph Convolutions to Large Scale Graph Convolutional Networks
  12 Jul 2022 0 repositories listed
• On Graph Neural Network Fairness in the Presence of Heterophilous Neighborhoods
  10 Jul 2022 0 repositories listed
• Generalization Guarantee of Training Graph Convolutional Networks with Graph Topology Sampling
  7 Jul 2022 0 repositories listed
• Neural Networks in a Product of Hyperbolic Spaces
  1 Jul 2022 0 repositories listed
• RGL: A Simple yet Effective Relation Graph Augmented Prompt-based Tuning Approach for Few-Shot Learning
  1 Jul 2022 0 repositories listed
• Similarity-aware Positive Instance Sampling for Graph Contrastive Pre-training
  23 Jun 2022 0 repositories listed
• Propagation with Adaptive Mask then Training for Node Classification on Attributed Networks
  21 Jun 2022 0 repositories listed
• ResNorm: Tackling Long-tailed Degree Distribution Issue in Graph Neural Networks via Normalization
  16 Jun 2022 0 repositories listed
• Superiority of GNN over NN in generalizing bandlimited functions
  13 Jun 2022 0 repositories listed
• Semi-Supervised Hierarchical Graph Classification
  11 Jun 2022 0 repositories listed
• Synthetic Over-sampling for Imbalanced Node Classification with Graph Neural Networks
  10 Jun 2022 0 repositories listed
• Fundamental Limits in Formal Verification of Message-Passing Neural Networks
  10 Jun 2022 0 repositories listed
• Alternately Optimized Graph Neural Networks
  8 Jun 2022 0 repositories listed
• Mixed Graph Contrastive Network for Semi-Supervised Node Classification
  6 Jun 2022 0 repositories listed
• Restructuring Graph for Higher Homophily via Adaptive Spectral Clustering
  6 Jun 2022 0 repositories listed
• Universal Deep GNNs: Rethinking Residual Connection in GNNs from a Path Decomposition Perspective for Preventing the Over-smoothing
  30 May 2022 0 repositories listed
• High-Order Pooling for Graph Neural Networks with Tensor Decomposition
  24 May 2022 0 repositories listed
• ImGCL: Revisiting Graph Contrastive Learning on Imbalanced Node Classification
  23 May 2022 0 repositories listed
• DELATOR: Money Laundering Detection via Multi-Task Learning on Large Transaction Graphs
  20 May 2022 0 repositories listed
• FairNorm: Fair and Fast Graph Neural Network Training
  20 May 2022 0 repositories listed
• Parallel and Distributed Graph Neural Networks: An In-Depth Concurrency Analysis
  19 May 2022 0 repositories listed
• NDGGNET-A Node Independent Gate based Graph Neural Networks
  11 May 2022 0 repositories listed
• Select and Calibrate the Low-confidence: Dual-Channel Consistency based Graph Convolutional Networks
  8 May 2022 0 repositories listed
• Optimal Propagation for Graph Neural Networks
  6 May 2022 0 repositories listed
• FastGCL: Fast Self-Supervised Learning on Graphs via Contrastive Neighborhood Aggregation
  2 May 2022 0 repositories listed
• Detecting Topology Attacks against Graph Neural Networks
  21 Apr 2022 0 repositories listed
• Dark Spot Detection from SAR Images Based on Superpixel Deeper Graph Convolutional Network
  20 Apr 2022 0 repositories listed
• Effects of Graph Convolutions in Multi-layer Networks
  20 Apr 2022 0 repositories listed
• Label Efficient Regularization and Propagation for Graph Node Classification
  19 Apr 2022 0 repositories listed
• ERGO: Event Relational Graph Transformer for Document-level Event Causality Identification
  15 Apr 2022 0 repositories listed
• Multi-view graph structure learning using subspace merging on Grassmann manifold
  11 Apr 2022 0 repositories listed
• A Survey on Graph Representation Learning Methods
  4 Apr 2022 0 repositories listed
• Message Passing Neural Networks for Hypergraphs
  31 Mar 2022 0 repositories listed
• Neighbor Enhanced Graph Convolutional Networks for Node Classification and Recommendation
  30 Mar 2022 0 repositories listed
• Supervised Graph Contrastive Learning for Few-shot Node Classification
  29 Mar 2022 0 repositories listed
• A Top-down Supervised Learning Approach to Hierarchical Multi-label Classification in Networks
  23 Mar 2022 0 repositories listed
• Supervised Contrastive Learning with Structure Inference for Graph Classification
  15 Mar 2022 0 repositories listed
• Shift-Robust Node Classification via Graph Adversarial Clustering
  7 Mar 2022 0 repositories listed
• Deep Partial Multiplex Network Embedding
  5 Mar 2022 0 repositories listed
• Pay Attention to Relations: Multi-embeddings for Attributed Multiplex Networks
  3 Mar 2022 0 repositories listed
• Exploring Edge Disentanglement for Node Classification
  23 Feb 2022 0 repositories listed
• When Does A Spectral Graph Neural Network Fail in Node Classification?
  16 Feb 2022 0 repositories listed
• Geometric Graph Representation Learning via Maximizing Rate Reduction
  13 Feb 2022 0 repositories listed
• Learning Asymmetric Embedding for Attributed Networks via Convolutional Neural Network
  13 Feb 2022 0 repositories listed
• Bandit Sampling for Multiplex Networks
  8 Feb 2022 0 repositories listed
• FMP: Toward Fair Graph Message Passing against Topology Bias
  8 Feb 2022 0 repositories listed
• Neural Models for Output-Space Invariance in Combinatorial Problems
  7 Feb 2022 0 repositories listed
• Graph Neural Network with Curriculum Learning for Imbalanced Node Classification
  5 Feb 2022 0 repositories listed
• Investigating Transfer Learning in Graph Neural Networks
  1 Feb 2022 0 repositories listed
• Learning Robust Representation through Graph Adversarial Contrastive Learning
  31 Jan 2022 0 repositories listed
• Density-Aware Hyper-Graph Neural Networks for Graph-based Semi-supervised Node Classification
  27 Jan 2022 0 repositories listed
• Joint Learning of Hierarchical Community Structure and Node Representations: An Unsupervised Approach
  22 Jan 2022 0 repositories listed
• Enhancing Hyperbolic Graph Embeddings via Contrastive Learning
  21 Jan 2022 0 repositories listed
• Fair Node Representation Learning via Adaptive Data Augmentation
  21 Jan 2022 0 repositories listed
• Informative Pseudo-Labeling for Graph Neural Networks with Few Labels
  20 Jan 2022 0 repositories listed
• DeHIN: A Decentralized Framework for Embedding Large-scale Heterogeneous Information Networks
  8 Jan 2022 0 repositories listed
• Neighbor2vec: an efficient and effective method for Graph Embedding
  7 Jan 2022 0 repositories listed
• Graph Decipher: A transparent dual-attention graph neural network to understand the message-passing mechanism for the node classification
  4 Jan 2022 0 repositories listed
• Toward the Analysis of Graph Neural Networks
  1 Jan 2022 0 repositories listed
• A Comprehensive Analytical Survey on Unsupervised and Semi-Supervised Graph Representation Learning Methods
  20 Dec 2021 0 repositories listed
• Time-Aware Neighbor Sampling for Temporal Graph Networks
  18 Dec 2021 0 repositories listed
• BGL: GPU-Efficient GNN Training by Optimizing Graph Data I/O and Preprocessing
  16 Dec 2021 0 repositories listed