Browse State-of-the-Art › Node Classification › Papers, page 12
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 12 of 19: papers 1,101 to 1,200 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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Convolutional Signal Propagation: A Simple Scalable Algorithm for Hypergraphs26 Sep 2024 0 repositories listed
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On the Impact of Feature Heterophily on Link Prediction with Graph Neural Networks26 Sep 2024 0 repositories listed
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GISExplainer: On Explainability of Graph Neural Networks via Game-theoretic Interaction Subgraphs24 Sep 2024 0 repositories listed
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Hyperedge Modeling in Hypergraph Neural Networks by using Densest Overlapping Subgraphs16 Sep 2024 0 repositories listed
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Leiden-Fusion Partitioning Method for Effective Distributed Training of Graph Embeddings15 Sep 2024 0 repositories listed
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GRE^2-MDCL: Graph Representation Embedding Enhanced via Multidimensional Contrastive Learning12 Sep 2024 0 repositories listed
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Virtual Node Generation for Node Classification in Sparsely-Labeled Graphs12 Sep 2024 0 repositories listed
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Graffin: Stand for Tails in Imbalanced Node Classification9 Sep 2024 0 repositories listed
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A Survey on Signed Graph Embedding: Methods and Applications5 Sep 2024 0 repositories listed
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Self-Directed Learning of Convex Labelings on Graphs2 Sep 2024 0 repositories listed
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Hound: Hunting Supervision Signals for Few and Zero Shot Node Classification on Text-attributed Graph1 Sep 2024 0 repositories listed
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SFR-GNN: Simple and Fast Robust GNNs against Structural Attacks29 Aug 2024 0 repositories listed
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Exploring the Potential of Large Language Models for Heterophilic Graphs26 Aug 2024 0 repositories listed
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RoCP-GNN: Robust Conformal Prediction for Graph Neural Networks in Node-Classification25 Aug 2024 0 repositories listed
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Slicing Input Features to Accelerate Deep Learning: A Case Study with Graph Neural Networks21 Aug 2024 0 repositories listed
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Leveraging Invariant Principle for Heterophilic Graph Structure Distribution Shifts18 Aug 2024 0 repositories listed
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SA-GDA: Spectral Augmentation for Graph Domain Adaptation17 Aug 2024 0 repositories listed
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13 Aug 2024 0 repositories listed Syntology 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 6 harvested samples) · 6 pointer-only (licence)
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RW-NSGCN: A Robust Approach to Structural Attacks via Negative Sampling13 Aug 2024 0 repositories listed
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Path-LLM: A Shortest-Path-based LLM Learning for Unified Graph Representation10 Aug 2024 0 repositories listed
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Node Level Graph Autoencoder: Unified Pretraining for Textual Graph Learning9 Aug 2024 0 repositories listed
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Knowledge Probing for Graph Representation Learning7 Aug 2024 0 repositories listed
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Top K Enhanced Reinforcement Learning Attacks on Heterogeneous Graph Node Classification4 Aug 2024 0 repositories listed
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Contrastive Graph Representation Learning with Adversarial Cross-view Reconstruction and Information Bottleneck1 Aug 2024 0 repositories listed
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Sharp Bounds for Poly-GNNs and the Effect of Graph Noise28 Jul 2024 0 repositories listed
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Graph Memory Learning: Imitating Lifelong Remembering and Forgetting of Brain Networks27 Jul 2024 0 repositories listed
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Pre-Training and Prompting for Few-Shot Node Classification on Text-Attributed Graphs22 Jul 2024 0 repositories listed
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Revisiting Neighborhood Aggregation in Graph Neural Networks for Node Classification using Statistical Signal Processing21 Jul 2024 0 repositories listed
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Enhancing Graph Neural Networks with Limited Labeled Data by Actively Distilling Knowledge from Large Language Models19 Jul 2024 0 repositories listed
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Graph Structure Prompt Learning: A Novel Methodology to Improve Performance of Graph Neural Networks16 Jul 2024 0 repositories listed
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GraphFM: A Scalable Framework for Multi-Graph Pretraining16 Jul 2024 0 repositories listed
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Improving Hyperbolic Representations via Gromov-Wasserstein Regularization15 Jul 2024 0 repositories listed
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12 Jul 2024 0 repositories listed Syntology 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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SF-GNN: Self Filter for Message Lossless Propagation in Deep Graph Neural Network3 Jul 2024 0 repositories listed
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Structure-Aware Consensus Network on Graphs with Few Labeled Nodes2 Jul 2024 0 repositories listed
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A Learned Generalized Geodesic Distance Function-Based Approach for Node Feature Augmentation on Graphs1 Jul 2024 0 repositories listed
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Leveraging Contrastive Learning for Enhanced Node Representations in Tokenized Graph Transformers27 Jun 2024 0 repositories listed
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NTFormer: A Composite Node Tokenized Graph Transformer for Node Classification27 Jun 2024 0 repositories listed
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Kolmogorov-Arnold Graph Neural Networks26 Jun 2024 0 repositories listed
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Inference of Sequential Patterns for Neural Message Passing in Temporal Graphs24 Jun 2024 0 repositories listed
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Towards Lightweight Graph Neural Network Search with Curriculum Graph Sparsification24 Jun 2024 0 repositories listed
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From Overfitting to Robustness: Quantity, Quality, and Variety Oriented Negative Sample Selection in Graph Contrastive Learning21 Jun 2024 0 repositories listed
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Sketch-GNN: Scalable Graph Neural Networks with Sublinear Training Complexity21 Jun 2024 0 repositories listed
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Multi-View Empowered Structural Graph Wordification for Language Models19 Jun 2024 0 repositories listed
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Federated Learning with Limited Node Labels18 Jun 2024 0 repositories listed
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Global-Local Graph Neural Networks for Node-Classification16 Jun 2024 0 repositories listed
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16 Jun 2024 0 repositories listed
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Disentangled Hyperbolic Representation Learning for Heterogeneous Graphs14 Jun 2024 0 repositories listed
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Multi-source Unsupervised Domain Adaptation on Graphs with Transferability Modeling14 Jun 2024 0 repositories listed
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14 Jun 2024 0 repositories listed Syntology 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Hierarchical Compression of Text-Rich Graphs via Large Language Models13 Jun 2024 0 repositories listed
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GraphFM: A Comprehensive Benchmark for Graph Foundation Model12 Jun 2024 0 repositories listed
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Generating Human Understandable Explanations for Node Embeddings11 Jun 2024 0 repositories listed
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11 Jun 2024 0 repositories listed Syntology 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 6 harvested samples) · 6 pointer-only (licence)
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Rethinking the impact of noisy labels in graph classification: A utility and privacy perspective11 Jun 2024 0 repositories listed
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GENIE: Watermarking Graph Neural Networks for Link Prediction7 Jun 2024 0 repositories listed
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Graph Mining under Data scarcity7 Jun 2024 0 repositories listed
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GNNAnatomy: Rethinking Model-Level Explanations for Graph Neural Networks6 Jun 2024 0 repositories listed
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Enhancing the Resilience of Graph Neural Networks to Topological Perturbations in Sparse Graphs5 Jun 2024 0 repositories listed
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Node-wise Filtering in Graph Neural Networks: A Mixture of Experts Approach5 Jun 2024 0 repositories listed
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What Improves the Generalization of Graph Transformers? A Theoretical Dive into the Self-attention and Positional Encoding4 Jun 2024 0 repositories listed
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Continuous Geometry-Aware Graph Diffusion via Hyperbolic Neural PDE3 Jun 2024 0 repositories listed
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31 May 2024 0 repositories listed
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Matrix Manifold Neural Networks++29 May 2024 0 repositories listed
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Graph Coarsening with Message-Passing Guarantees28 May 2024 0 repositories listed
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Unleashing the Potential of Text-attributed Graphs: Automatic Relation Decomposition via Large Language Models28 May 2024 0 repositories listed
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Spectral Greedy Coresets for Graph Neural Networks27 May 2024 0 repositories listed
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Transfer Learning Under High-Dimensional Graph Convolutional Regression Model for Node Classification26 May 2024 0 repositories listed
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Encoder Embedding for General Graph and Node Classification24 May 2024 0 repositories listed
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Sparse Spectral Training and Inference on Euclidean and Hyperbolic Neural Networks24 May 2024 0 repositories listed
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Automated Loss function Search for Class-imbalanced Node Classification23 May 2024 0 repositories listed
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Co-Representation Neural Hypergraph Diffusion for Edge-Dependent Node Classification23 May 2024 0 repositories listed
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HC-GAE: The Hierarchical Cluster-based Graph Auto-Encoder for Graph Representation Learning23 May 2024 0 repositories listed
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Analysis of Corrected Graph Convolutions22 May 2024 0 repositories listed
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Node-Time Conditional Prompt Learning In Dynamic Graphs22 May 2024 0 repositories listed
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Conditional Shift-Robust Conformal Prediction for Graph Neural Network20 May 2024 0 repositories listed
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Leveraging Discourse Structure for Extractive Meeting Summarization17 May 2024 0 repositories listed
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Certifying Robustness of Graph Convolutional Networks for Node Perturbation with Polyhedra Abstract Interpretation14 May 2024 0 repositories listed
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Conditional Local Feature Encoding for Graph Neural Networks8 May 2024 0 repositories listed
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Uncertainty for Active Learning on Graphs2 May 2024 0 repositories listed
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Generating Robust Counterfactual Witnesses for Graph Neural Networks30 Apr 2024 0 repositories listed
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Noisy Node Classification by Bi-level Optimization based Multi-teacher Distillation27 Apr 2024 0 repositories listed
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A Clean-graph Backdoor Attack against Graph Convolutional Networks with Poisoned Label Only19 Apr 2024 0 repositories listed
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Graph Convolutional Network For Semi-supervised Node Classification With Subgraph Sketching19 Apr 2024 0 repositories listed
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Multi-View Subgraph Neural Networks: Self-Supervised Learning with Scarce Labeled Data19 Apr 2024 0 repositories listed
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You do not have to train Graph Neural Networks at all on text-attributed graphs17 Apr 2024 0 repositories listed
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AGHINT: Attribute-Guided Representation Learning on Heterogeneous Information Networks with Transformer16 Apr 2024 0 repositories listed
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Rethinking the Graph Polynomial Filter via Positive and Negative Coupling Analysis16 Apr 2024 0 repositories listed
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Hyperbolic Heterogeneous Graph Attention Networks15 Apr 2024 0 repositories listed
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Fair Graph Neural Network with Supervised Contrastive Regularization9 Apr 2024 0 repositories listed
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Graph Neural Networks for Binary Programming7 Apr 2024 0 repositories listed
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HeteroMILE: a Multi-Level Graph Representation Learning Framework for Heterogeneous Graphs31 Mar 2024 0 repositories listed
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Beyond the Known: Novel Class Discovery for Open-world Graph Learning29 Mar 2024 0 repositories listed
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29 Mar 2024 0 repositories listed
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Variational Graph Auto-Encoder Based Inductive Learning Method for Semi-Supervised Classification26 Mar 2024 0 repositories listed
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ChebMixer: Efficient Graph Representation Learning with MLP Mixer25 Mar 2024 0 repositories listed
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A Federated Parameter Aggregation Method for Node Classification Tasks with Different Graph Network Structures24 Mar 2024 0 repositories listed
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Node Classification via Semantic-Structural Attention-Enhanced Graph Convolutional Networks24 Mar 2024 0 repositories listed
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Exploring the Potential of Large Language Models in Graph Generation21 Mar 2024 0 repositories listed
Syntology lines on 5 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced; each line links to that paper's sample list. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record. For agents: get_harvested_code_for_paper(arxiv_id) lists each paper's samples; how to connect.