Infinite-Horizon Graph Filters: Leveraging Power Series to Enhance Sparse Information Aggregation Jan 18, 2024 Graph Learning Node Classification
Code Code Available Rethinking Spectral Graph Neural Networks with Spatially Adaptive Filtering Jan 17, 2024 Node Classification
— Unverified Graph Transformer GANs with Graph Masked Modeling for Architectural Layout Generation Jan 15, 2024 Generative Adversarial Network Graph Representation Learning
— Unverified Population Graph Cross-Network Node Classification for Autism Detection Across Sample Groups Jan 10, 2024 Autism detection Classification
Code Code Available Predicting the structure of dynamic graphs Jan 8, 2024 Incremental Learning Link Prediction
— Unverified SynHING: Synthetic Heterogeneous Information Network Generation for Graph Learning and Explanation Jan 7, 2024 Graph Learning Interpretable Machine Learning
— Unverified Multimodal weighted graph representation for information extraction from visually rich documents. Jan 5, 2024 Document Layout Analysis document understanding
Code Code Available Effective backdoor attack on graph neural networks in link prediction tasks Jan 5, 2024 Backdoor Attack Graph Classification
— Unverified Strong Transitivity Relations and Graph Neural Networks Jan 1, 2024 Graph Neural Network Node Classification
Code Code Available A clean-label graph backdoor attack method in node classification task Dec 30, 2023 Backdoor Attack Node Classification
— Unverified Explainability-Based Adversarial Attack on Graphs Through Edge Perturbation Dec 28, 2023 Adversarial Attack Node Classification
— Unverified Mitigating Degree Biases in Message Passing Mechanism by Utilizing Community Structures Dec 28, 2023 Node Classification Node Clustering
Code Code Available Hierarchical Aggregations for High-Dimensional Multiplex Graph Embedding Dec 28, 2023 Graph Embedding Link Prediction
Code Code Available Refining Latent Homophilic Structures over Heterophilic Graphs for Robust Graph Convolution Networks Dec 27, 2023 Contrastive Learning Node Classification
— Unverified RDF-star2Vec: RDF-star Graph Embeddings for Data Mining Dec 25, 2023 Benchmarking Graph Embedding
Code Code Available Graph Coarsening via Convolution Matching for Scalable Graph Neural Network Training Dec 24, 2023 Graph Neural Network Link Prediction
Code Code Available Towards Fine-Grained Explainability for Heterogeneous Graph Neural Network Dec 23, 2023 Graph Neural Network Node Classification
Code Code Available PUMA: Efficient Continual Graph Learning for Node Classification with Graph Condensation Dec 22, 2023 Continual Learning Graph Learning
Code Code Available PC-Conv: Unifying Homophily and Heterophily with Two-fold Filtering Dec 22, 2023 Graph Representation Learning Node Classification
Code Code Available DP-AdamBC: Your DP-Adam Is Actually DP-SGD (Unless You Apply Bias Correction) Dec 21, 2023 Node Classification
Code Code Available NodeMixup: Tackling Under-Reaching for Graph Neural Networks Dec 20, 2023 Node Classification
Code Code Available Poincaré Differential Privacy for Hierarchy-Aware Graph Embedding Dec 19, 2023 Graph Embedding Inductive Bias
— Unverified Chasing Fairness in Graphs: A GNN Architecture Perspective Dec 19, 2023 Attribute Contrastive Learning
Code Code Available Graph Transformers for Large Graphs Dec 18, 2023 Graph Learning Graph Property Prediction
Code Code Available Model Stealing Attack against Graph Classification with Authenticity, Uncertainty and Diversity Dec 18, 2023 Active Learning Diversity
— Unverified Hypergraph Transformer for Semi-Supervised Classification Dec 18, 2023 Classification Node Classification
Code Code Available Dynamic Spiking Framework for Graph Neural Networks Dec 15, 2023 Dynamic Node Classification Graph Representation Learning
— Unverified Hypergraph-MLP: Learning on Hypergraphs without Message Passing Dec 15, 2023 Node Classification Representation Learning
Code Code Available GraphRARE: Reinforcement Learning Enhanced Graph Neural Network with Relative Entropy Dec 15, 2023 Deep Reinforcement Learning Graph Neural Network
— Unverified Graph Neural Networks with Diverse Spectral Filtering Dec 14, 2023 GPR Node Classification
Code Code Available CAT: A Causally Graph Attention Network for Trimming Heterophilic Graph Dec 14, 2023 Graph Attention Node Classification
Code Code Available ERASE: Error-Resilient Representation Learning on Graphs for Label Noise Tolerance Dec 13, 2023 Denoising Node Classification
Code Code Available Curriculum-Enhanced Residual Soft An-Isotropic Normalization for Over-smoothness in Deep GNNs Dec 13, 2023 Node Classification
Code Code Available EdgePruner: Poisoned Edge Pruning in Graph Contrastive Learning Dec 12, 2023 Contrastive Learning Graph Representation Learning
— Unverified ASWT-SGNN: Adaptive Spectral Wavelet Transform-based Self-Supervised Graph Neural Network Dec 10, 2023 Graph Neural Network Node Classification
— Unverified Isomorphic-Consistent Variational Graph Auto-Encoders for Multi-Level Graph Representation Learning Dec 9, 2023 Graph Classification Graph Learning
— Unverified HC-Ref: Hierarchical Constrained Refinement for Robust Adversarial Training of GNNs Dec 8, 2023 Node Classification
— Unverified Breaking the Entanglement of Homophily and Heterophily in Semi-supervised Node Classification Dec 7, 2023 Graph Learning Node Classification
— Unverified Node-aware Bi-smoothing: Certified Robustness against Graph Injection Attacks Dec 7, 2023 Graph Learning Node Classification
— Unverified On the Initialization of Graph Neural Networks Dec 5, 2023 Graph Classification Graph Representation Learning
Code Code Available Provable Adversarial Robustness for Group Equivariant Tasks: Graphs, Point Clouds, Molecules, and More Dec 5, 2023 Adversarial Robustness Molecular Property Prediction
— Unverified The Self-Loop Paradox: Investigating the Impact of Self-Loops on Graph Neural Networks Dec 4, 2023 Node Classification
Code Code Available Tracing Hyperparameter Dependencies for Model Parsing via Learnable Graph Pooling Network Dec 3, 2023 Node Classification
Code Code Available Uncertainty in Graph Contrastive Learning with Bayesian Neural Networks Nov 30, 2023 Contrastive Learning Node Classification
— Unverified Propagate & Distill: Towards Effective Graph Learners Using Propagation-Embracing MLPs Nov 29, 2023 Graph Neural Network Knowledge Distillation
— Unverified On the Adversarial Robustness of Graph Contrastive Learning Methods Nov 29, 2023 Adversarial Robustness Contrastive Learning
— Unverified Attend Who is Weak: Enhancing Graph Condensation via Cross-Free Adversarial Training Nov 27, 2023 Node Classification
— Unverified BHGNN-RT: Network embedding for directed heterogeneous graphs Nov 24, 2023 Graph Neural Network Network Embedding
Code Code Available Large Language Models as Topological Structure Enhancers for Text-Attributed Graphs Nov 24, 2023 Graph Learning Graph Neural Network
— Unverified Hard Label Black Box Node Injection Attack on Graph Neural Networks Nov 22, 2023 Classification Graph Classification
Code Code Available 