FIT-GNN: Faster Inference Time for GNNs Using Coarsening Oct 19, 2024 Classification Graph Classification
Code Code Available Faster Graph Embeddings via Coarsening Jul 6, 2020 Link Prediction Node Classification
Code Code Available How Graph Structure and Label Dependencies Contribute to Node Classification in a Large Network of Documents Apr 3, 2023 Articles Model Selection
Code Code Available Factorized Graph Representations for Semi-Supervised Learning from Sparse Data Mar 5, 2020 General Classification Management
Code Code Available ASAP: Adaptive Structure Aware Pooling for Learning Hierarchical Graph Representations Nov 18, 2019 Classification General Classification
Code Code Available A robust feature reinforcement framework for heterogeneous graphs neural networks Nov 16, 2022 Graph Embedding Knowledge Graphs
Code Code Available Maximizing Cohesion and Separation in Graph Representation Learning: A Distance-aware Negative Sampling Approach Jul 2, 2020 Graph Representation Learning Node Classification
Code Code Available Topology Attack and Defense for Graph Neural Networks: An Optimization Perspective Jun 10, 2019 Adversarial Robustness Classification
Code Code Available Explicit Feature Interaction-aware Graph Neural Networks Apr 7, 2022 Graph Neural Network Node Classification
Code Code Available Self-Enhanced GNN: Improving Graph Neural Networks Using Model Outputs Feb 18, 2020 General Classification Node Classification
Code Code Available Exact Certification of (Graph) Neural Networks Against Label Poisoning Nov 30, 2024 Bilevel Optimization Node Classification
Code Code Available LSCALE: Latent Space Clustering-Based Active Learning for Node Classification Dec 13, 2020 Active Learning Clustering
Code Code Available CellTypeGraph: A New Geometric Computer Vision Benchmark May 17, 2022 Graph Neural Network Node Classification
Code Code Available CayleyNets: Graph Convolutional Neural Networks with Complex Rational Spectral Filters May 22, 2017 Community Detection Deep Learning
Code Code Available Causality and Independence Enhancement for Biased Node Classification Oct 14, 2023 Classification Node Classification
Code Code Available MetaFill: Text Infilling for Meta-Path Generation on Heterogeneous Information Networks Oct 14, 2022 Graph Embedding Language Modelling
Code Code Available Meta-GNN: On Few-shot Node Classification in Graph Meta-learning May 23, 2019 Few-Shot Learning General Classification
Code Code Available Meta-GPS++: Enhancing Graph Meta-Learning with Contrastive Learning and Self-Training Jul 20, 2024 Contrastive Learning Graph Learning
Code Code Available Self-supervised Consensus Representation Learning for Attributed Graph Aug 10, 2021 Graph Representation Learning Node Classification
Code Code Available CatGCN: Graph Convolutional Networks with Categorical Node Features Sep 11, 2020 Graph Learning Node Classification
Code Code Available metapath2vec: Scalable Representation Learning for Heterogeneous Networks Aug 1, 2017 Clustering Link Prediction
Code Code Available A Robust and Generalized Framework for Adversarial Graph Embedding May 22, 2021 Generative Adversarial Network Graph Embedding
Code Code Available Self-Supervised Graph Representation Learning via Topology Transformations May 25, 2021 Graph Classification Graph Representation Learning
Code Code Available Every Node Counts: Self-Ensembling Graph Convolutional Networks for Semi-Supervised Learning Sep 26, 2018 General Classification Node Classification
Code Code Available Evaluating Deep Graph Neural Networks Aug 2, 2021 Graph Mining Node Classification
Code Code Available Entropy Aware Message Passing in Graph Neural Networks Mar 7, 2024 Node Classification
Code Code Available Enhancing Trustworthiness of Graph Neural Networks with Rank-Based Conformal Training Jan 6, 2025 Conformal Prediction Node Classification
Code Code Available MILE: A Multi-Level Framework for Scalable Graph Embedding Feb 26, 2018 Graph Embedding Node Classification
Code Code Available A Robust Alternative for Graph Convolutional Neural Networks via Graph Neighborhood Filters Oct 2, 2021 Denoising Node Classification
Code Code Available Torsion Graph Neural Networks Jun 23, 2023 Graph Neural Network Link Prediction
Code Code Available CAT: A Causally Graph Attention Network for Trimming Heterophilic Graph Dec 14, 2023 Graph Attention Node Classification
Code Code Available Enhancing the Expressivity of Temporal Graph Networks through Source-Target Identification Nov 6, 2024 Dynamic Node Classification Link Prediction
Code Code Available Enhancing Network Embedding with Auxiliary Information: An Explicit Matrix Factorization Perspective Nov 11, 2017 Link Prediction Network Embedding
Code Code Available Mitigating Semantic Confusion from Hostile Neighborhood for Graph Active Learning Aug 17, 2023 Active Learning Diversity
Code Code Available UniGAP: A Universal and Adaptive Graph Upsampling Approach to Mitigate Over-Smoothing in Node Classification Tasks Jul 28, 2024 Data Augmentation Node Classification
Code Code Available MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing Apr 30, 2019 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available Towards a General Recipe for Combinatorial Optimization with Multi-Filter GNNs May 31, 2024 Combinatorial Optimization Graph Classification
Code Code Available Towards a GML-Enabled Knowledge Graph Platform Mar 3, 2023 Link Prediction Node Classification
Code Code Available Mixture of Experts Meets Decoupled Message Passing: Towards General and Adaptive Node Classification Dec 11, 2024 Computational Efficiency
Code Code Available PSP: Pre-Training and Structure Prompt Tuning for Graph Neural Networks Oct 26, 2023 Contrastive Learning Graph Classification
Code Code Available Enhanced Network Embedding with Text Information Nov 29, 2018 Clustering Multi-class Classification
Code Code Available Enhanced Graph Neural Networks with Ego-Centric Spectral Subgraph Embeddings Augmentation Oct 10, 2023 Graph Classification Graph Embedding
Code Code Available Are Graph Embeddings the Panacea? An Empirical Survey from the Data Fitness Perspective Apr 25, 2024 Graph Classification Graph Embedding
Code Code Available End-to-End Learning on Multimodal Knowledge Graphs Sep 3, 2023 Knowledge Graphs Link Prediction
Code Code Available DeepGCNs: Can GCNs Go as Deep as CNNs? Apr 7, 2019 3D Semantic Segmentation Graph Classification
Code Code Available End-to-End Learning from Complex Multigraphs with Latent-Graph Convolutional Networks Aug 14, 2019 General Classification Node Classification
Code Code Available Calibrate and Boost Logical Expressiveness of GNN Over Multi-Relational and Temporal Graphs Nov 3, 2023 Graph Representation Learning Node Classification
Code Code Available Modularity Optimization as a Training Criterion for Graph Neural Networks Jun 30, 2022 Attribute Node Classification
Code Code Available Unsupervised Neighborhood Propagation Kernel Layers for Semi-supervised Node Classification Jan 31, 2023 Classification Node Classification
Code Code Available Motif-based Convolutional Neural Network on Graphs Nov 15, 2017 General Classification Node Classification
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