Hierarchical Graph Representation Learning with Differentiable Pooling Jun 22, 2018 General Classification Graph Classification
Code Code Available HL-Net: Heterophily Learning Network for Scene Graph Generation May 3, 2022 Graph Classification Graph Generation
Code Code Available FAITH: Few-Shot Graph Classification with Hierarchical Task Graphs May 5, 2022 Classification Few-Shot Learning
Code Code Available COPT: Coordinated Optimal Transport for Graph Sketching Mar 9, 2020 Graph Classification
Code Code Available Imbalanced Graph Classification via Graph-of-Graph Neural Networks Dec 1, 2021 Classification Graph Classification
Code Code Available Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting Jun 16, 2020 Graph Classification Graph Neural Network
Code Code Available Fake News Detection on Social Media using Geometric Deep Learning Feb 10, 2019 Common Sense Reasoning Deep Learning
Code Code Available Improving the Effective Receptive Field of Message-Passing Neural Networks May 29, 2025 Graph Classification Graph Regression
Code Code Available Approximate Network Motif Mining Via Graph Learning Jun 2, 2022 BIG-bench Machine Learning Graph Classification
Code Code Available Inference Attacks Against Graph Neural Networks Oct 6, 2021 Graph Classification Graph Embedding
Code Code Available Catastrophic Forgetting in Deep Graph Networks: an Introductory Benchmark for Graph Classification Mar 22, 2021 Continual Learning General Classification
Code Code Available A Fair Comparison of Graph Neural Networks for Graph Classification Dec 20, 2019 General Classification Graph Classification
Code Code Available Learning distributed representations of graphs with Geo2DR Mar 12, 2020 GPU Graph Classification
Code Code Available Learning Graph Normalization for Graph Neural Networks Sep 24, 2020 Graph Classification Graph Regression
Code Code Available A Generalization of ViT/MLP-Mixer to Graphs Dec 27, 2022 Graph Classification Graph Regression
Code Code Available Certified Robustness of Graph Convolution Networks for Graph Classification under Topological Attacks Dec 1, 2020 General Classification Graph Classification
Code Code Available Differentially Private Graph Classification with GNNs Feb 5, 2022 BIG-bench Machine Learning Classification
Code Code Available LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation Feb 6, 2020 Collaborative Filtering Graph Classification
Code Code Available Exphormer: Sparse Transformers for Graphs Mar 10, 2023 Graph Classification Graph Learning
Code Code Available Agent-based Graph Neural Networks Jun 22, 2022 Graph Classification Graph Neural Network
Code Code Available CIN++: Enhancing Topological Message Passing Jun 6, 2023 Graph Classification Graph Regression
Code Code Available CKGConv: General Graph Convolution with Continuous Kernels Apr 21, 2024 Graph Classification Graph Learning
Code Code Available Directional Graph Networks Oct 6, 2020 Data Augmentation Graph Classification
Code Code Available Membership Inference Attack on Graph Neural Networks Jan 17, 2021 Graph Classification Inference Attack
Code Code Available Metric Based Few-Shot Graph Classification Jun 8, 2022 Classification Data Augmentation
Code Code Available Discovering Invariant Rationales for Graph Neural Networks Jan 30, 2022 Graph Classification
Code Code Available Adapting Membership Inference Attacks to GNN for Graph Classification: Approaches and Implications Oct 17, 2021 Graph Classification Inference Attack
Code Code Available Enhance Information Propagation for Graph Neural Network by Heterogeneous Aggregations Feb 8, 2021 Graph Classification Graph Neural Network
Code Code Available Fast Graph Kernel with Optical Random Features Oct 16, 2020 Graph Classification
Code Code Available Global Self-Attention as a Replacement for Graph Convolution Aug 7, 2021 Edge Classification Graph Classification
Code Code Available Edge Representation Learning with Hypergraphs Jun 30, 2021 Graph Classification Graph Reconstruction
Code Code Available A Comprehensive Graph Pooling Benchmark: Effectiveness, Robustness and Generalizability Jun 13, 2024 Graph Classification Graph Regression
Code Code Available DropGNN: Random Dropouts Increase the Expressiveness of Graph Neural Networks Nov 11, 2021 Graph Classification Graph Regression
Code Code Available Efficient Graph Deep Learning in TensorFlow with tf_geometric Jan 27, 2021 Deep Learning General Classification
Code Code Available Total Variation Graph Neural Networks Nov 11, 2022 Clustering Graph Classification
Code Code Available Energy Transformer Feb 14, 2023 Anomaly Detection Graph Anomaly Detection
Code Code Available Evaluating Modules in Graph Contrastive Learning Jun 15, 2021 Contrastive Learning Graph Classification
Code Code Available Expander Graph Propagation Oct 6, 2022 Graph Classification Graph Representation Learning
Code Code Available Composition-based Multi-Relational Graph Convolutional Networks Nov 8, 2019 General Classification Graph Classification
Code Code Available Compressing Deep Graph Neural Networks via Adversarial Knowledge Distillation May 24, 2022 Graph Classification Knowledge Distillation
Code Code Available Exploring Fake News Detection with Heterogeneous Social Media Context Graphs Dec 13, 2022 Articles Fake News Detection
Code Code Available Factorizable Graph Convolutional Networks Oct 12, 2020 Graph Classification Graph Regression
Code Code Available Federated Graph Classification over Non-IID Graphs Jun 25, 2021 Classification Clustering
Code Code Available Fewer is More: A Deep Graph Metric Learning Perspective Using Fewer Proxies Oct 26, 2020 General Classification Graph Classification
Code Code Available Fine-tuning Graph Neural Networks by Preserving Graph Generative Patterns Dec 21, 2023 Graph Classification Graph Learning
Code Code Available Contrastive Multi-View Representation Learning on Graphs Jun 10, 2020 General Classification Graph Classification
Code Code Available Gated Graph Sequence Neural Networks Nov 17, 2015 Drug Discovery Graph Classification
Code Code Available GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training Jun 17, 2020 Contrastive Learning General Classification
Code Code Available Convergent Graph Solvers Jun 3, 2021 Graph Classification Graph Neural Network
Code Code Available DPPIN: A Biological Repository of Dynamic Protein-Protein Interaction Network Data Jul 5, 2021 Attribute Drug Discovery
Code Code Available 