Evaluating Modules in Graph Contrastive Learning Jun 15, 2021 Contrastive Learning Graph Classification
Code Code Available 5 Graph neural networks and attention-based CNN-LSTM for protein classification Apr 20, 2022 Classification Graph Attention
Code Code Available 5 Semi-Supervised Classification with Graph Convolutional Networks Sep 9, 2016 Document Classification Drug Discovery
Code Code Available 5 Semisupervised Cross-scale Graph Prototypical Network for Hyperspectral Image Classification Mar 23, 2022 Graph Classification Hyperspectral Image Classification
Code Code Available 5 Shortest Path Networks for Graph Property Prediction Jun 2, 2022 Graph Classification Graph Neural Network
Code Code Available 5 Simple and Deep Graph Convolutional Networks Jul 4, 2020 Graph Classification Graph Regression
Code Code Available 5 Bridging the Gap Between Spectral and Spatial Domains in Graph Neural Networks Mar 26, 2020 Graph Classification Graph Learning
Code Code Available 5 GraphNorm: A Principled Approach to Accelerating Graph Neural Network Training Sep 7, 2020 Graph Classification Graph Neural Network
Code Code Available 5 Total Variation Graph Neural Networks Nov 11, 2022 Clustering Graph Classification
Code Code Available 5 Spiking Graph Convolutional Networks May 5, 2022 Graph Classification Recommendation Systems
Code Code Available 5 Graph Property Prediction on Open Graph Benchmark: A Winning Solution by Graph Neural Architecture Search Jul 13, 2022 feature selection Graph Classification
Code Code Available 5 Graph Pooling for Graph Neural Networks: Progress, Challenges, and Opportunities Apr 15, 2022 Graph Classification Graph Generation
Code Code Available 5 Node Identifiers: Compact, Discrete Representations for Efficient Graph Learning May 26, 2024 Computational Efficiency Graph Classification
Code Code Available 5 Exploring Fake News Detection with Heterogeneous Social Media Context Graphs Dec 13, 2022 Articles Fake News Detection
Code Code Available 5 DPPIN: A Biological Repository of Dynamic Protein-Protein Interaction Network Data Jul 5, 2021 Attribute Drug Discovery
Code Code Available 5 TransGNN: Harnessing the Collaborative Power of Transformers and Graph Neural Networks for Recommender Systems Aug 28, 2023 Collaborative Filtering Graph Classification
Code Code Available 5 DRew: Dynamically Rewired Message Passing with Delay May 13, 2023 Graph Classification Graph Regression
Code Code Available 5 DropGNN: Random Dropouts Increase the Expressiveness of Graph Neural Networks Nov 11, 2021 Graph Classification Graph Regression
Code Code Available 5 A Graph is Worth K Words: Euclideanizing Graph using Pure Transformer Feb 4, 2024 Decoder Graph Classification
Code Code Available 5 Federated Graph Classification over Non-IID Graphs Jun 25, 2021 Classification Clustering
Code Code Available 5 Imbalanced Graph Classification via Graph-of-Graph Neural Networks Dec 1, 2021 Classification Graph Classification
Code Code Available 5 Improving Subgraph Recognition with Variational Graph Information Bottleneck Dec 18, 2021 Graph Classification
Code Code Available 5 Learning distributed representations of graphs with Geo2DR Mar 12, 2020 GPU Graph Classification
Code Code Available 5 GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers Nov 26, 2024 Graph Classification Graph Representation Learning
Code Code Available 5 Model-Agnostic Augmentation for Accurate Graph Classification Feb 21, 2022 Classification Graph Classification
Code Code Available 5 A Fair Comparison of Graph Neural Networks for Graph Classification Dec 20, 2019 General Classification Graph Classification
Code Code Available 5 Transitivity-Preserving Graph Representation Learning for Bridging Local Connectivity and Role-based Similarity Aug 18, 2023 Graph Classification Graph Representation Learning
Code Code Available 5 Tree Mover's Distance: Bridging Graph Metrics and Stability of Graph Neural Networks Oct 4, 2022 Graph Classification
Code Code Available 5 Edge Representation Learning with Hypergraphs Jun 30, 2021 Graph Classification Graph Reconstruction
Code Code Available 5 Two-stage Training of Graph Neural Networks for Graph Classification Nov 10, 2020 Classification General Classification
Code Code Available 5 Regularized Optimal Transport Layers for Generalized Global Pooling Operations Dec 13, 2022 Graph Classification image-classification
Code Code Available 5 Clique pooling for graph classification Mar 31, 2019 Classification General Classification
Code Code Available 5 CliquePH: Higher-Order Information for Graph Neural Networks through Persistent Homology on Clique Graphs Sep 12, 2024 Graph Classification Graph Learning
Code Code Available 5 A simple yet effective baseline for non-attributed graph classification Nov 8, 2018 Classification Computational Efficiency
Code Code Available 5 Classification of Temporal Graphs using Persistent Homology Feb 14, 2025 Classification Graph Classification
Code Code Available 5 A Simple Baseline Algorithm for Graph Classification Oct 22, 2018 BIG-bench Machine Learning Classification
Code Code Available 5 How Curvature Enhance the Adaptation Power of Framelet GCNs Jul 19, 2023 Graph Classification Graph Neural Network
Code Code Available 5 Hunt For The Unique, Stable, Sparse And Fast Feature Learning On Graphs Dec 1, 2017 General Classification Graph Classification
Code Code Available 5 PSP: Pre-Training and Structure Prompt Tuning for Graph Neural Networks Oct 26, 2023 Contrastive Learning Graph Classification
Code Code Available 5 Enhanced Graph Neural Networks with Ego-Centric Spectral Subgraph Embeddings Augmentation Oct 10, 2023 Graph Classification Graph Embedding
Code Code Available 5 Hierarchical Representation Learning in Graph Neural Networks with Node Decimation Pooling Oct 24, 2019 Graph Classification Representation Learning
Code Code Available 5 Higher-order Clustering and Pooling for Graph Neural Networks Sep 2, 2022 Clustering Graph Classification
Code Code Available 5 Higher-Order Message Passing for Glycan Representation Learning Sep 20, 2024 Diversity Graph Classification
Code Code Available 5 HyperAggregation: Aggregating over Graph Edges with Hypernetworks Jul 16, 2024 Graph Classification Graph Regression
Code Code Available 5 ASAP: Adaptive Structure Aware Pooling for Learning Hierarchical Graph Representations Nov 18, 2019 Classification General Classification
Code Code Available 5 EGC2: Enhanced Graph Classification with Easy Graph Compression Jul 16, 2021 Classification Graph Classification
Code Code Available 5 Harnessing the Power of Large Language Model for Uncertainty Aware Graph Processing Mar 31, 2024 Graph Classification Knowledge Graph Completion
Code Code Available 5 On the Effectiveness of Hybrid Pooling in Mixup-Based Graph Learning for Language Processing Oct 6, 2022 Code Classification Data Augmentation
Code Code Available 5 Efficient Mixed Precision Quantization in Graph Neural Networks May 14, 2025 Graph Classification Node Classification
Code Code Available 5 CGMN: A Contrastive Graph Matching Network for Self-Supervised Graph Similarity Learning May 30, 2022 Collaborative Filtering Graph Classification
Code Code Available 5 