Anonymous Walk Embeddings May 30, 2018 General Classification Graph Classification
Code Code Available 5 Graph Neural Distance Metric Learning with Graph-Bert Feb 9, 2020 Clustering 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 Total Variation Graph Neural Networks Nov 11, 2022 Clustering Graph Classification
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 Semi-Supervised Graph Prototypical Networks for Hyperspectral Image Classification Oct 12, 2021 Classification Computational Efficiency
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 Graph Information Bottleneck for Subgraph Recognition Oct 12, 2020 Denoising Graph Classification
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 S-Mixup: Structural Mixup for Graph Neural Networks Aug 16, 2023 Classification 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 Graph Parsing Networks Feb 22, 2024 Graph Classification Graph Reconstruction
Code Code Available 5 Streaming Graph Neural Networks Oct 24, 2018 Community Detection General Classification
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 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 Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting Jun 16, 2020 Graph Classification Graph Neural Network
Code Code Available 5 GRPE: Relative Positional Encoding for Graph Transformer Jan 30, 2022 Graph Classification Graph Regression
Code Code Available 5 KerGNNs: Interpretable Graph Neural Networks with Graph Kernels Jan 3, 2022 Graph Classification
Code Code Available 5 Topological Relational Learning on Graphs Oct 29, 2021 Graph Classification Node Classification
Code Code Available 5 Spectral Clustering with Graph Neural Networks for Graph Pooling Jun 30, 2019 Clustering Graph Classification
Code Code Available 5 GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers Nov 26, 2024 Graph Classification Graph Representation Learning
Code Code Available 5 Global Self-Attention as a Replacement for Graph Convolution Aug 7, 2021 Edge 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 Recurrent Distance Filtering for Graph Representation Learning Dec 3, 2023 Graph Classification Graph Representation Learning
Code Code Available 5 TUDataset: A collection of benchmark datasets for learning with graphs Jul 16, 2020 Graph Classification Graph Neural Network
Code Code Available 5 Edge Representation Learning with Hypergraphs Jun 30, 2021 Graph Classification Graph Reconstruction
Code Code Available 5 Understanding Graph Isomorphism Network for rs-fMRI Functional Connectivity Analysis Jan 10, 2020 Functional Connectivity General Classification
Code Code Available 5 A Generalization of ViT/MLP-Mixer to Graphs Dec 27, 2022 Graph Classification Graph Regression
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 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 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 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 Higher-order Clustering and Pooling for Graph Neural Networks Sep 2, 2022 Clustering Graph Classification
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 Message Passing for Glycan Representation Learning Sep 20, 2024 Diversity Graph Classification
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 Hard Label Black Box Node Injection Attack on Graph Neural Networks Nov 22, 2023 Classification Graph Classification
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 Harnessing Collective Structure Knowledge in Data Augmentation for Graph Neural Networks May 17, 2024 Anomaly Detection Data Augmentation
Code Code Available 5 GSTAM: Efficient Graph Distillation with Structural Attention-Matching Aug 29, 2024 Classification Graph Classification
Code Code Available 5 