Reinforced Causal Explainer for Graph Neural Networks Apr 23, 2022 Graph Classification
Code Code Available Graph neural networks and attention-based CNN-LSTM for protein classification Apr 20, 2022 Classification Graph Attention
Code Code Available Graph Pooling for Graph Neural Networks: Progress, Challenges, and Opportunities Apr 15, 2022 Graph Classification Graph Generation
Code Code Available Semisupervised Cross-scale Graph Prototypical Network for Hyperspectral Image Classification Mar 23, 2022 Graph Classification Hyperspectral Image Classification
Code Code Available Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport Mar 20, 2022 Graph Classification Graph Learning
Code Code Available PDNS-Net: A Large Heterogeneous Graph Benchmark Dataset of Network Resolutions for Graph Learning Mar 15, 2022 Classification Descriptive
Code Code Available Model-Agnostic Augmentation for Accurate Graph Classification Feb 21, 2022 Classification Graph Classification
Code Code Available Graph Masked Autoencoders with Transformers Feb 17, 2022 Decoder Graph Classification
Code Code Available G-Mixup: Graph Data Augmentation for Graph Classification Feb 15, 2022 Classification Data Augmentation
Code Code Available Differentially Private Graph Classification with GNNs Feb 5, 2022 BIG-bench Machine Learning Classification
Code Code Available GRPE: Relative Positional Encoding for Graph Transformer Jan 30, 2022 Graph Classification Graph Regression
Code Code Available Discovering Invariant Rationales for Graph Neural Networks Jan 30, 2022 Graph Classification
Code Code Available Revisiting Global Pooling through the Lens of Optimal Transport Jan 23, 2022 Graph Classification Graph Embedding
Code Code Available Representing Long-Range Context for Graph Neural Networks with Global Attention Jan 21, 2022 Graph Classification Graph Embedding
Code Code Available KerGNNs: Interpretable Graph Neural Networks with Graph Kernels Jan 3, 2022 Graph Classification
Code Code Available Causal Attention for Interpretable and Generalizable Graph Classification Dec 30, 2021 Classification Graph Attention
Code Code Available Motif Graph Neural Network Dec 30, 2021 Graph Classification Graph Embedding
Code Code Available Improving Subgraph Recognition with Variational Graph Information Bottleneck Dec 18, 2021 Graph Classification
Code Code Available A New Perspective on the Effects of Spectrum in Graph Neural Networks Dec 14, 2021 Graph Classification Graph Property Prediction
Code Code Available Adversarial Attacks on Graph Classifiers via Bayesian Optimisation Dec 1, 2021 Adversarial Robustness Bayesian Optimisation
Code Code Available Imbalanced Graph Classification via Graph-of-Graph Neural Networks Dec 1, 2021 Classification Graph Classification
Code Code Available AutoHEnsGNN: Winning Solution to AutoGraph Challenge for KDD Cup 2020 Nov 25, 2021 Graph Classification Node Classification
Code Code Available DropGNN: Random Dropouts Increase the Expressiveness of Graph Neural Networks Nov 11, 2021 Graph Classification Graph Regression
Code Code Available Adversarial Attacks on Graph Classification via Bayesian Optimisation Nov 4, 2021 Adversarial Robustness Bayesian Optimisation
Code Code Available Topological Relational Learning on Graphs Oct 29, 2021 Graph Classification Node Classification
Code Code Available Nested Graph Neural Networks Oct 25, 2021 Graph Classification Graph Neural Network
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 Well-classified Examples are Underestimated in Classification with Deep Neural Networks Oct 13, 2021 Classification Graph Classification
Code Code Available Semi-Supervised Graph Prototypical Networks for Hyperspectral Image Classification Oct 12, 2021 Classification Computational Efficiency
Code Code Available Inference Attacks Against Graph Neural Networks Oct 6, 2021 Graph Classification Graph Embedding
Code Code Available Orthogonal Graph Neural Networks Sep 23, 2021 Attribute Graph Classification
Code Code Available A Meta-Learning Approach for Training Explainable Graph Neural Networks Sep 20, 2021 Graph Classification Meta-Learning
Code Code Available An Empirical Study of Graph Contrastive Learning Sep 2, 2021 Graph Classification Management
Code Code Available Pooling Architecture Search for Graph Classification Aug 24, 2021 Classification Graph Classification
Code Code Available Global Self-Attention as a Replacement for Graph Convolution Aug 7, 2021 Edge Classification Graph Classification
Code Code Available DPPIN: A Biological Repository of Dynamic Protein-Protein Interaction Network Data Jul 5, 2021 Attribute Drug Discovery
Code Code Available On Positional and Structural Node Features for Graph Neural Networks on Non-attributed Graphs Jul 3, 2021 Classification Graph Classification
Code Code Available Maximum Entropy Weighted Independent Set Pooling for Graph Neural Networks Jul 3, 2021 Combinatorial Optimization Graph Classification
Code Code Available Edge Representation Learning with Hypergraphs Jun 30, 2021 Graph Classification Graph Reconstruction
Code Code Available Federated Graph Classification over Non-IID Graphs Jun 25, 2021 Classification Clustering
Code Code Available Weisfeiler and Lehman Go Cellular: CW Networks Jun 23, 2021 Graph Classification Graph Property Prediction
Code Code Available Evaluating Modules in Graph Contrastive Learning Jun 15, 2021 Contrastive Learning Graph Classification
Code Code Available Convergent Graph Solvers Jun 3, 2021 Graph Classification Graph Neural Network
Code Code Available Mixup for Node and Graph Classification Jun 1, 2021 Classification Data Augmentation
Code Code Available How Attentive are Graph Attention Networks? May 30, 2021 Graph Attention Graph Classification
Code Code Available User Preference-aware Fake News Detection Apr 25, 2021 Fact Checking Fake News Detection
Code Code Available Permutation-Invariant Variational Autoencoder for Graph-Level Representation Learning Apr 20, 2021 Clustering General Classification
Code Code Available Parameterized Hypercomplex Graph Neural Networks for Graph Classification Mar 30, 2021 Classification General Classification
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 Size-Invariant Graph Representations for Graph Classification Extrapolations Mar 8, 2021 Classification General Classification
Code Code Available 