Fairness Amidst Non-IID Graph Data: A Literature Review Feb 15, 2022 Fairness Graph Classification
— Unverified 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 GraphEye: A Novel Solution for Detecting Vulnerable Functions Based on Graph Attention Network Feb 5, 2022 C++ code Graph Attention
— Unverified Graph Neural Network with Curriculum Learning for Imbalanced Node Classification Feb 5, 2022 Classification Graph Classification
— Unverified Investigating Transfer Learning in Graph Neural Networks Feb 1, 2022 Classification Graph Classification
— Unverified Generalization Analysis of Message Passing Neural Networks on Large Random Graphs Feb 1, 2022 Graph Classification
— Unverified 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 Image Classification using Graph Neural Network and Multiscale Wavelet Superpixels Jan 29, 2022 Classification Graph Classification
— Unverified 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 Cross-Domain Few-Shot Graph Classification Jan 20, 2022 Classification Cross-Domain Few-Shot
Code Code Available KerGNNs: Interpretable Graph Neural Networks with Graph Kernels Jan 3, 2022 Graph Classification
Code Code Available Motif Graph Neural Network Dec 30, 2021 Graph Classification Graph Embedding
Code Code Available Causal Attention for Interpretable and Generalizable Graph Classification Dec 30, 2021 Classification Graph Attention
Code Code Available GPS: A Policy-driven Sampling Approach for Graph Representation Learning Dec 29, 2021 Graph Classification Graph Representation Learning
— Unverified FlowPool: Pooling Graph Representations with Wasserstein Gradient Flows Dec 18, 2021 Graph Classification
— Unverified Improving Subgraph Recognition with Variational Graph Information Bottleneck Dec 18, 2021 Graph Classification
Code Code Available Graph Kernel Neural Networks Dec 14, 2021 Graph Classification
— Unverified A New Perspective on the Effects of Spectrum in Graph Neural Networks Dec 14, 2021 Graph Classification Graph Property Prediction
Code Code Available Multi-scale Graph Convolutional Networks with Self-Attention Dec 4, 2021 Computational Efficiency Graph Classification
— Unverified Controversy Detection: a Text and Graph Neural Network Based Approach Dec 3, 2021 Graph Classification Graph Embedding
— Unverified AutoGEL: An Automated Graph Neural Network with Explicit Link Information Dec 2, 2021 Graph Classification Graph Neural Network
Code Code Available Imbalanced Graph Classification via Graph-of-Graph Neural Networks Dec 1, 2021 Classification Graph Classification
Code Code Available Graph Adversarial Self-Supervised Learning Dec 1, 2021 Graph Classification Self-Supervised Learning
— Unverified Adversarial Attacks on Graph Classifiers via Bayesian Optimisation Dec 1, 2021 Adversarial Robustness Bayesian Optimisation
Code Code Available AutoHEnsGNN: Winning Solution to AutoGraph Challenge for KDD Cup 2020 Nov 25, 2021 Graph Classification Node Classification
Code Code Available Graph Neural Networks with Parallel Neighborhood Aggregations for Graph Classification Nov 22, 2021 Classification Graph Classification
Code Code Available Learnable Structural Semantic Readout for Graph Classification Nov 22, 2021 Classification Graph Classification
— Unverified IV-GNN : Interval Valued Data Handling Using Graph Neural Network Nov 17, 2021 Graph Classification Graph Neural Network
— Unverified Structure Representation Learning by Jointly Learning to Pool and Represent Nov 16, 2021 Classification Graph Classification
— Unverified DropGNN: Random Dropouts Increase the Expressiveness of Graph Neural Networks Nov 11, 2021 Graph Classification Graph Regression
Code Code Available Graph Transplant: Node Saliency-Guided Graph Mixup with Local Structure Preservation Nov 10, 2021 Data Augmentation Graph Classification
— Unverified Inferential SIR-GN: Scalable Graph Representation Learning Nov 8, 2021 Graph Classification Graph Representation Learning
— Unverified Learning on Random Balls is Sufficient for Estimating (Some) Graph Parameters Nov 5, 2021 Classification Generalization Bounds
— Unverified Augmentations in Graph Contrastive Learning: Current Methodological Flaws & Towards Better Practices Nov 5, 2021 Classification Contrastive Learning
— Unverified Adversarial Attacks on Graph Classification via Bayesian Optimisation Nov 4, 2021 Adversarial Robustness Bayesian Optimisation
Code Code Available Multi network InfoMax: A pre-training method involving graph convolutional networks Nov 1, 2021 Graph Classification
— Unverified Topological Relational Learning on Graphs Oct 29, 2021 Graph Classification Node Classification
Code Code Available InfoGCL: Information-Aware Graph Contrastive Learning Oct 28, 2021 Contrastive Learning Graph Classification
— Unverified Pairwise Half-graph Discrimination: A Simple Graph-level Self-supervised Strategy for Pre-training Graph Neural Networks Oct 26, 2021 Binary Classification Graph Classification
— Unverified Nested Graph Neural Networks Oct 25, 2021 Graph Classification Graph Neural Network
Code Code Available Watermarking Graph Neural Networks based on Backdoor Attacks Oct 21, 2021 Classification Graph Classification
— Unverified Graph Convolution Neural Network For Weakly Supervised Abnormality Localization In Long Capsule Endoscopy Videos Oct 18, 2021 Change Point Detection Graph Classification
— Unverified Capsule Graph Neural Networks with EM Routing Oct 18, 2021 Graph Classification
— Unverified Graph Partner Neural Networks for Semi-Supervised Learning on Graphs Oct 18, 2021 Classification Graph Classification
— Unverified ifMixup: Interpolating Graph Pair to Regularize Graph Classification Oct 18, 2021 Classification Graph Classification
— Unverified Adapting Membership Inference Attacks to GNN for Graph Classification: Approaches and Implications Oct 17, 2021 Graph Classification Inference Attack
Code Code Available SoGCN: Second-Order Graph Convolutional Networks Oct 14, 2021 Graph Classification Graph Regression
Code Code Available 