MPool: Motif-Based Graph Pooling Mar 7, 2023 Clustering Graph Classification
— Unverified Graph Positional Encoding via Random Feature Propagation Mar 6, 2023 Graph Classification Node Classification
— Unverified AERK: Aligned Entropic Reproducing Kernels through Continuous-time Quantum Walks Mar 4, 2023 Graph Classification
— Unverified Diffusing Graph Attention Mar 1, 2023 Graph Attention Graph Classification
— Unverified A semantic backdoor attack against Graph Convolutional Networks Feb 28, 2023 Backdoor Attack Classification
— Unverified Masked Relation Learning for DeepFake Detection Feb 27, 2023 Binary Classification DeepFake Detection
Code Code Available SGL-PT: A Strong Graph Learner with Graph Prompt Tuning Feb 24, 2023 Graph Classification Graph Learning
— Unverified On the Expressivity of Persistent Homology in Graph Learning Feb 20, 2023 Graph Classification Graph Learning
— Unverified Search to Capture Long-range Dependency with Stacking GNNs for Graph Classification Feb 17, 2023 Graph Classification Graph structure learning
Code Code Available Multiresolution Graph Transformers and Wavelet Positional Encoding for Learning Hierarchical Structures Feb 17, 2023 Graph Classification Graph Learning
Code Code Available From Graph Generation to Graph Classification Feb 15, 2023 Classification Graph Classification
— Unverified Energy Transformer Feb 14, 2023 Anomaly Detection Graph Anomaly Detection
Code Code Available Unnoticeable Backdoor Attacks on Graph Neural Networks Feb 11, 2023 Backdoor Attack Graph Classification
Code Code Available Bi-level Multi-objective Evolutionary Learning: A Case Study on Multi-task Graph Neural Topology Search Feb 6, 2023 Decision Making Graph Classification
— Unverified Deep Graph-Level Clustering Using Pseudo-Label-Guided Mutual Information Maximization Network Feb 5, 2023 Clustering Graph Classification
— Unverified Structural Explanations for Graph Neural Networks using HSIC Feb 4, 2023 Graph Classification Link Prediction
— Unverified Graph Harmony: Denoising and Nuclear-Norm Wasserstein Adaptation for Enhanced Domain Transfer in Graph-Structured Data Jan 29, 2023 Denoising Domain Adaptation
— Unverified Simplifying Subgraph Representation Learning for Scalable Link Prediction Jan 29, 2023 Graph Classification Graph Learning
Code Code Available On the Connection Between MPNN and Graph Transformer Jan 27, 2023 Graph Classification Graph Learning
Code Code Available Task-Agnostic Graph Neural Network Evaluation via Adversarial Collaboration Jan 27, 2023 Benchmarking Graph Classification
Code Code Available Efficiently predicting high resolution mass spectra with graph neural networks Jan 26, 2023 Graph Classification Information Retrieval
Code Code Available DBGDGM: Dynamic Brain Graph Deep Generative Model Jan 26, 2023 Dynamic Link Prediction Functional Connectivity
— Unverified Graph Scattering beyond Wavelet Shackles Jan 26, 2023 Graph Classification
— Unverified Weakly Supervised Joint Whole-Slide Segmentation and Classification in Prostate Cancer Jan 7, 2023 Classification Diagnostic
— Unverified GANExplainer: GAN-based Graph Neural Networks Explainer Dec 30, 2022 Decision Making Generative Adversarial Network
— Unverified A Generalization of ViT/MLP-Mixer to Graphs Dec 27, 2022 Graph Classification Graph Regression
Code Code Available Regularized Optimal Transport Layers for Generalized Global Pooling Operations Dec 13, 2022 Graph Classification image-classification
Code Code Available Exploring Fake News Detection with Heterogeneous Social Media Context Graphs Dec 13, 2022 Articles Fake News Detection
Code Code Available Graph Learning for Anomaly Analytics: Algorithms, Applications, and Challenges Dec 11, 2022 Graph Attention Graph Classification
— Unverified QESK: Quantum-based Entropic Subtree Kernels for Graph Classification Dec 10, 2022 Classification Graph Classification
— Unverified Total Variation Graph Neural Networks Nov 11, 2022 Clustering Graph Classification
Code Code Available Application of Graph Neural Networks and graph descriptors for graph classification Nov 7, 2022 Classification Drug Discovery
— Unverified Graph Contrastive Learning with Implicit Augmentations Nov 7, 2022 Contrastive Learning Graph Classification
Code Code Available Unlearning Graph Classifiers with Limited Data Resources Nov 6, 2022 Graph Classification Machine Unlearning
Code Code Available HAQJSK: Hierarchical-Aligned Quantum Jensen-Shannon Kernels for Graph Classification Nov 5, 2022 Graph Classification
— Unverified Unleashing the Power of Graph Data Augmentation on Covariate Distribution Shift Nov 5, 2022 Data Augmentation Graph Classification
Code Code Available Weisfeiler and Leman go Hyperbolic: Learning Distance Preserving Node Representations Nov 4, 2022 Graph Classification
— Unverified Improving Graph Neural Networks with Learnable Propagation Operators Oct 31, 2022 Graph Classification
— Unverified PAGE: Prototype-Based Model-Level Explanations for Graph Neural Networks Oct 31, 2022 Computational Efficiency Graph Classification
Code Code Available Graph Fuzzy System: Concepts, Models and Algorithms Oct 30, 2022 Graph Classification Graph Clustering
Code Code Available Beyond Homophily with Graph Echo State Networks Oct 27, 2022 Classification Graph Classification
— Unverified GraphMAD: Graph Mixup for Data Augmentation using Data-Driven Convex Clustering Oct 27, 2022 Clustering Data Augmentation
Code Code Available Efficient Automatic Machine Learning via Design Graphs Oct 21, 2022 AutoML Graph Classification
Code Code Available HCL: Improving Graph Representation with Hierarchical Contrastive Learning Oct 21, 2022 Contrastive Learning Graph Classification
— Unverified Global Counterfactual Explainer for Graph Neural Networks Oct 21, 2022 counterfactual Counterfactual Explanation
Code Code Available FoSR: First-order spectral rewiring for addressing oversquashing in GNNs Oct 21, 2022 Graph Classification
Code Code Available Test-Time Training for Graph Neural Networks Oct 17, 2022 Graph Classification Self-Supervised Learning
— Unverified MGNNI: Multiscale Graph Neural Networks with Implicit Layers Oct 15, 2022 Graph Classification Graph Neural Network
Code Code Available Boosting Graph Neural Networks via Adaptive Knowledge Distillation Oct 12, 2022 Graph Classification Graph Mining
— Unverified Pooling Strategies for Simplicial Convolutional Networks Oct 11, 2022 Graph Classification
Code Code Available 