Browse State-of-the-Art › Node Classification › Papers, page 11
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 11 of 19: papers 1,001 to 1,100 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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Graph Positional Autoencoders as Self-supervised Learners29 May 2025 0 repositories listed
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Directed Homophily-Aware Graph Neural Network28 May 2025 0 repositories listed
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Simple yet Effective Graph Distillation via Clustering27 May 2025 0 repositories listed
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G1: Teaching LLMs to Reason on Graphs with Reinforcement Learning24 May 2025 0 repositories listed
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How Particle System Theory Enhances Hypergraph Message Passing24 May 2025 0 repositories listed
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Message-Passing State-Space Models: Improving Graph Learning with Modern Sequence Modeling24 May 2025 0 repositories listed
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Directed Semi-Simplicial Learning with Applications to Brain Activity Decoding23 May 2025 0 repositories listed
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Beyond Node Attention: Multi-Scale Harmonic Encoding for Feature-Wise Graph Message Passing21 May 2025 0 repositories listed
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EC-LDA : Label Distribution Inference Attack against Federated Graph Learning with Embedding Compression21 May 2025 0 repositories listed
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Unlearning Algorithmic Biases over Graphs20 May 2025 0 repositories listed
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Pave Your Own Path: Graph Gradual Domain Adaptation on Fused Gromov-Wasserstein Geodesics19 May 2025 0 repositories listed
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Instance-Prototype Affinity Learning for Non-Exemplar Continual Graph Learning15 May 2025 0 repositories listed
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Exploiting Text Semantics for Few and Zero Shot Node Classification on Text-attributed Graph13 May 2025 0 repositories listed
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SpecSphere: Dual-Pass Spectral-Spatial Graph Neural Networks with Certified Robustness13 May 2025 0 repositories listed
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Multi-Granular Attention based Heterogeneous Hypergraph Neural Network7 May 2025 0 repositories listed
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Causally Fair Node Classification on Non-IID Graph Data3 May 2025 0 repositories listed
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Scalability Matters: Overcoming Challenges in InstructGLM with Similarity-Degree-Based Sampling2 May 2025 0 repositories listed
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FedHERO: A Federated Learning Approach for Node Classification Task on Heterophilic Graphs29 Apr 2025 0 repositories listed
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Out-of-Distribution Detection in Heterogeneous Graphs via Energy Propagation29 Apr 2025 0 repositories listed
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Efficient Learning on Large Graphs using a Densifying Regularity Lemma25 Apr 2025 0 repositories listed
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Towards Unbiased Federated Graph Learning: Label and Topology Perspectives14 Apr 2025 0 repositories listed
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Graph-Based Uncertainty-Aware Self-Training with Stochastic Node Labeling26 Mar 2025 0 repositories listed
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Uncertainty-Aware Graph Self-Training with Expectation-Maximization Regularization26 Mar 2025 0 repositories listed
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Adapt, Agree, Aggregate: Semi-Supervised Ensemble Labeling for Graph Convolutional Networks22 Mar 2025 0 repositories listed
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Fast online node labeling with graph subsampling21 Mar 2025 0 repositories listed
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A Semantic and Clean-label Backdoor Attack against Graph Convolutional Networks19 Mar 2025 0 repositories listed
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Unifying Text Semantics and Graph Structures for Temporal Text-attributed Graphs with Large Language Models18 Mar 2025 0 repositories listed
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Unifying Structural Proximity and Equivalence for Enhanced Dynamic Network Embedding14 Mar 2025 0 repositories listed
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Overlap-aware meta-learning attention to enhance hypergraph neural networks for node classification11 Mar 2025 0 repositories listed
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TiGer: Self-Supervised Purification for Time-evolving Graphs10 Mar 2025 0 repositories listed
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Using Subgraph GNNs for Node Classification:an Overlooked Potential Approach9 Mar 2025 0 repositories listed
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NodeReg: Mitigating the Imbalance and Distribution Shift Effects in Semi-Supervised Node Classification via Norm Consistency5 Mar 2025 0 repositories listed
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Unsupervised Attributed Dynamic Network Embedding with Stability Guarantees4 Mar 2025 0 repositories listed
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Statistical physics analysis of graph neural networks: Approaching optimality in the contextual stochastic block model3 Mar 2025 0 repositories listed
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Graph Augmentation for Cross Graph Domain Generalization25 Feb 2025 0 repositories listed
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Graph Masked Language Models24 Feb 2025 0 repositories listed
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VGFL-SA: Vertical Graph Federated Learning Structure Attack Based on Contrastive Learning24 Feb 2025 0 repositories listed
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FHGE: A Fast Heterogeneous Graph Embedding with Ad-hoc Meta-paths22 Feb 2025 0 repositories listed
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HetFS: A Method for Fast Similarity Search with Ad-hoc Meta-paths on Heterogeneous Information Networks22 Feb 2025 0 repositories listed
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HyperGCL: Multi-Modal Graph Contrastive Learning via Learnable Hypergraph Views18 Feb 2025 0 repositories listed
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GraphiT: Efficient Node Classification on Text-Attributed Graphs with Prompt Optimized LLMs14 Feb 2025 0 repositories listed
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CLEAR: Cluster-based Prompt Learning on Heterogeneous Graphs13 Feb 2025 0 repositories listed
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Mixture of Decoupled Message Passing Experts with Entropy Constraint for General Node Classification12 Feb 2025 0 repositories listed
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Rethinking Tokenized Graph Transformers for Node Classification12 Feb 2025 0 repositories listed
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Deep Semantic Graph Learning via LLM based Node Enhancement11 Feb 2025 0 repositories listed
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Unified Graph Networks (UGN): A Deep Neural Framework for Solving Graph Problems11 Feb 2025 0 repositories listed
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Graph Neural Networks at a Fraction10 Feb 2025 0 repositories listed
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1 Feb 2025 0 repositories listed Syntology 3 ran (of which 2 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (of 6 harvested samples) · 6 pointer-only (licence)
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Contrastive Learning Meets Pseudo-label-assisted Mixup Augmentation: A Comprehensive Graph Representation Framework from Local to Global30 Jan 2025 0 repositories listed
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Node Classification and Search on the Rubik's Cube Graph with GNNs30 Jan 2025 0 repositories listed
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26 Jan 2025 0 repositories listed Syntology 2 ran (of which 2 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified; every one of the 2 samples that ran constructed an object rather than computing a result (of 3 harvested samples) · 3 pointer-only (licence)
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GraphSOS: Graph Sampling and Order Selection to Help LLMs Understand Graphs Better24 Jan 2025 0 repositories listed
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Personalized Layer Selection for Graph Neural Networks24 Jan 2025 0 repositories listed
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Comprehensive Modeling and Question Answering of Cancer Clinical Practice Guidelines using LLMs23 Jan 2025 0 repositories listed
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HierPromptLM: A Pure PLM-based Framework for Representation Learning on Heterogeneous Text-rich Networks22 Jan 2025 0 repositories listed
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Optimizing Blockchain Analysis: Tackling Temporality and Scalability with an Incremental Approach with Metropolis-Hastings Random Walks21 Jan 2025 0 repositories listed
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Each Graph is a New Language: Graph Learning with LLMs20 Jan 2025 0 repositories listed
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Predict Confidently, Predict Right: Abstention in Dynamic Graph Learning14 Jan 2025 0 repositories listed
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Coupled Hierarchical Structure Learning using Tree-Wasserstein Distance7 Jan 2025 0 repositories listed
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Overcoming Class Imbalance: Unified GNN Learning with Structural and Semantic Connectivity Representations30 Dec 2024 0 repositories listed
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Hypergraph-Based Dynamic Graph Node Classification29 Dec 2024 0 repositories listed
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Large Language Models Meet Graph Neural Networks: A Perspective of Graph Mining26 Dec 2024 0 repositories listed
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GraphAgent: Agentic Graph Language Assistant22 Dec 2024 0 repositories listed
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FedGAT: A Privacy-Preserving Federated Approximation Algorithm for Graph Attention Networks20 Dec 2024 0 repositories listed
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Graph Structure Refinement with Energy-based Contrastive Learning20 Dec 2024 0 repositories listed
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Optimal Exact Recovery in Semi-Supervised Learning: A Study of Spectral Methods and Graph Convolutional Networks18 Dec 2024 0 repositories listed
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Edge Contrastive Learning: An Augmentation-Free Graph Contrastive Learning Model15 Dec 2024 0 repositories listed
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TINED: GNNs-to-MLPs by Teacher Injection and Dirichlet Energy Distillation15 Dec 2024 0 repositories listed
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Grimm: A Plug-and-Play Perturbation Rectifier for Graph Neural Networks Defending against Poisoning Attacks11 Dec 2024 0 repositories listed
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Fine-grained graph representation learning for heterogeneous mobile networks with attentive fusion and contrastive learning10 Dec 2024 0 repositories listed
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Node Classification With Integrated Reject Option4 Dec 2024 0 repositories listed
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Mixture of Experts for Node Classification30 Nov 2024 0 repositories listed
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One Model for One Graph: A New Perspective for Pretraining with Cross-domain Graphs30 Nov 2024 0 repositories listed
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Gradient Inversion Attack on Graph Neural Networks29 Nov 2024 0 repositories listed
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Heterogeneous Relationships of Subjects and Shapelets for Semi-supervised Multivariate Series Classification27 Nov 2024 0 repositories listed
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Perturbation Ontology based Graph Attention Networks27 Nov 2024 0 repositories listed
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GNN-MultiFix: Addressing the pitfalls for GNNs for multi-label node classification21 Nov 2024 0 repositories listed
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21 Nov 2024 0 repositories listed
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Scalable Deep Metric Learning on Attributed Graphs20 Nov 2024 0 repositories listed
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Higher Order Graph Attention Probabilistic Walk Networks18 Nov 2024 0 repositories listed
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Towards Federated Graph Learning in One-shot Communication18 Nov 2024 0 repositories listed
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IMPaCT GNN: Imposing invariance with Message Passing in Chronological split Temporal Graphs17 Nov 2024 0 repositories listed
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HeteroSample: Meta-path Guided Sampling for Heterogeneous Graph Representation Learning11 Nov 2024 0 repositories listed
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Inductive Graph Few-shot Class Incremental Learning11 Nov 2024 0 repositories listed
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Shedding Light on Problems with Hyperbolic Graph Learning11 Nov 2024 0 repositories listed
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Post-Hoc Robustness Enhancement in Graph Neural Networks with Conditional Random Fields8 Nov 2024 0 repositories listed
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YOSO: You-Only-Sample-Once via Compressed Sensing for Graph Neural Network Training8 Nov 2024 0 repositories listed
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GaGSL: Global-augmented Graph Structure Learning via Graph Information Bottleneck7 Nov 2024 0 repositories listed
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Graph Neural Networks with Coarse- and Fine-Grained Division for Mitigating Label Sparsity and Noise6 Nov 2024 0 repositories listed
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G-SPARC: SPectral ARchitectures tackling the Cold-start problem in Graph learning3 Nov 2024 0 repositories listed
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DeCaf: A Causal Decoupling Framework for OOD Generalization on Node Classification27 Oct 2024 0 repositories listed
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Sparse Decomposition of Graph Neural Networks25 Oct 2024 0 repositories listed
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Bonsai: Gradient-free Graph Condensation for Node Classification23 Oct 2024 0 repositories listed
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SaVe-TAG: Semantic-aware Vicinal Risk Minimization for Long-Tailed Text-Attributed Graphs22 Oct 2024 0 repositories listed
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Learning to Control the Smoothness of Graph Convolutional Network Features18 Oct 2024 0 repositories listed
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Multi-frame Detection via Graph Neural Networks: A Link Prediction Approach17 Oct 2024 0 repositories listed
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Rethinking Graph Transformer Architecture Design for Node Classification15 Oct 2024 0 repositories listed
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Improving Node Representation by Boosting Target-Aware Contrastive Loss4 Oct 2024 0 repositories listed
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ClassContrast: Bridging the Spatial and Contextual Gaps for Node Representations3 Oct 2024 0 repositories listed
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How to Make LLMs Strong Node Classifiers?3 Oct 2024 0 repositories listed
Syntology lines on 2 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.