Explainability-Based Adversarial Attack on Graphs Through Edge Perturbation Dec 28, 2023 Adversarial Attack Node Classification
— Unverified 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 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 Model Stealing Attack against Graph Classification with Authenticity, Uncertainty and Diversity Dec 18, 2023 Active Learning Diversity
— Unverified Dynamic Spiking Framework for Graph Neural Networks Dec 15, 2023 Dynamic Node Classification Graph Representation Learning
— Unverified GraphRARE: Reinforcement Learning Enhanced Graph Neural Network with Relative Entropy Dec 15, 2023 Deep Reinforcement Learning Graph Neural Network
— Unverified CAT: A Causally Graph Attention Network for Trimming Heterophilic Graph Dec 14, 2023 Graph Attention 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 Node-aware Bi-smoothing: Certified Robustness against Graph Injection Attacks Dec 7, 2023 Graph Learning Node Classification
— Unverified Breaking the Entanglement of Homophily and Heterophily in Semi-supervised Node Classification 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 Node Classification in Random Trees Nov 20, 2023 Classification Graph Neural Network
Code Code Available Unveiling the Unseen Potential of Graph Learning through MLPs: Effective Graph Learners Using Propagation-Embracing MLPs Nov 20, 2023 Graph Learning Graph Neural Network
— Unverified Self-Supervised Pretraining for Heterogeneous Hypergraph Neural Networks Nov 19, 2023 Link Prediction Node Classification
— Unverified Improvements on Uncertainty Quantification for Node Classification via Distance-Based Regularization Nov 10, 2023 Node Classification Out of Distribution (OOD) Detection
Code Code Available Dirichlet Energy Enhancement of Graph Neural Networks by Framelet Augmentation Nov 9, 2023 Node Classification
— Unverified Predicting Properties of Nodes via Community-Aware Features Nov 8, 2023 Classification Node Classification
Code Code Available Edge2Node: Reducing Edge Prediction to Node Classification Nov 6, 2023 Graph Neural Network Link Prediction
— Unverified Architecture Matters: Uncovering Implicit Mechanisms in Graph Contrastive Learning Nov 5, 2023 Contrastive Learning Graph Classification
Code Code Available Calibrate and Boost Logical Expressiveness of GNN Over Multi-Relational and Temporal Graphs Nov 3, 2023 Graph Representation Learning Node Classification
Code Code Available Cooperative Network Learning for Large-Scale and Decentralized Graphs Nov 3, 2023 Graph Learning Link Prediction
Code Code Available VIGraph: Generative Self-supervised Learning for Class-Imbalanced Node Classification Nov 2, 2023 Contrastive Learning Node Classification
— Unverified Hyperbolic Graph Neural Networks at Scale: A Meta Learning Approach Oct 29, 2023 Inductive Bias Link Prediction
— Unverified BLIS-Net: Classifying and Analyzing Signals on Graphs Oct 26, 2023 Classification Graph Classification
— Unverified PSP: Pre-Training and Structure Prompt Tuning for Graph Neural Networks Oct 26, 2023 Contrastive Learning Graph Classification
Code Code Available Resurrecting Label Propagation for Graphs with Heterophily and Label Noise Oct 25, 2023 Denoising Node Classification
Code Code Available Graph Neural Networks with a Distribution of Parametrized Graphs Oct 25, 2023 Graph Regression Node Classification
— Unverified Graph Agent: Explicit Reasoning Agent for Graphs Oct 25, 2023 Graph Embedding Knowledge Graphs
— Unverified Hierarchical Randomized Smoothing Oct 24, 2023 Node Classification
— Unverified 