Deceptive Fairness Attacks on Graphs via Meta Learning Oct 24, 2023 Adversarial Robustness Fairness
Code Code Available Generative and Contrastive Paradigms Are Complementary for Graph Self-Supervised Learning Oct 24, 2023 Contrastive Learning Graph Classification
— Unverified GNNEvaluator: Evaluating GNN Performance On Unseen Graphs Without Labels Oct 23, 2023 Node Classification
— Unverified A Study on Knowledge Graph Embeddings and Graph Neural Networks for Web Of Things Oct 23, 2023 Graph Embedding Knowledge Graph Embedding
Code Code Available HetGPT: Harnessing the Power of Prompt Tuning in Pre-Trained Heterogeneous Graph Neural Networks Oct 23, 2023 Node Classification
— Unverified Fairness-aware Optimal Graph Filter Design Oct 22, 2023 Decision Making Fairness
— Unverified Neighborhood Homophily-Guided Graph Convolutional Network Oct 21, 2023 Node Classification
Code Code Available Positive-Unlabeled Node Classification with Structure-aware Graph Learning Oct 20, 2023 Anomaly Detection Classification
— Unverified Exploring Graph Neural Networks for Indian Legal Judgment Prediction Oct 19, 2023 Fairness Graph Neural Network
— Unverified MuseGNN: Interpretable and Convergent Graph Neural Network Layers at Scale Oct 19, 2023 Graph Neural Network Node Classification
— Unverified Hetero^2Net: Heterophily-aware Representation Learning on Heterogenerous Graphs Oct 18, 2023 Node Classification Representation Learning
— Unverified Privacy-Preserving Graph Embedding based on Local Differential Privacy Oct 17, 2023 Graph Embedding Link Prediction
Code Code Available A Local Graph Limits Perspective on Sampling-Based GNNs Oct 17, 2023 Node Classification
— Unverified SignGT: Signed Attention-based Graph Transformer for Graph Representation Learning Oct 17, 2023 Graph Representation Learning Node Classification
— Unverified Topology-guided Hypergraph Transformer Network: Unveiling Structural Insights for Improved Representation Oct 14, 2023 Graph Representation Learning Node Classification
— Unverified Causality and Independence Enhancement for Biased Node Classification Oct 14, 2023 Classification Node Classification
Code Code Available Heterophily-Based Graph Neural Network for Imbalanced Classification Oct 12, 2023 Classification Graph Neural Network
— Unverified Non-backtracking Graph Neural Networks Oct 11, 2023 Graph Neural Network Node Classification
Code Code Available Enhanced Graph Neural Networks with Ego-Centric Spectral Subgraph Embeddings Augmentation Oct 10, 2023 Graph Classification Graph Embedding
Code Code Available Simple GNNs with Low Rank Non-parametric Aggregators Oct 8, 2023 Benchmarking Node Classification
Code Code Available DeepHGCN: Toward Deeper Hyperbolic Graph Convolutional Networks Oct 3, 2023 Computational Efficiency Link Prediction
Code Code Available HoloNets: Spectral Convolutions do extend to Directed Graphs Oct 3, 2023 Graph Learning Node Classification
Code Code Available Distilling Influences to Mitigate Prediction Churn in Graph Neural Networks Oct 2, 2023 Knowledge Distillation Node Classification
Code Code Available The Map Equation Goes Neural: Mapping Network Flows with Graph Neural Networks Oct 2, 2023 Clustering Community Detection
Code Code Available Deep Insights into Noisy Pseudo Labeling on Graph Data Oct 2, 2023 Graph Learning Link Prediction
Code Code Available NP^2L: Negative Pseudo Partial Labels Extraction for Graph Neural Networks Oct 2, 2023 Graph Learning Link Prediction
— Unverified Sheaf Hypergraph Networks Sep 29, 2023 Inductive Bias Node Classification
— Unverified Prototype-Enhanced Hypergraph Learning for Heterogeneous Information Networks Sep 22, 2023 Node Classification
— Unverified Article Classification with Graph Neural Networks and Multigraphs Sep 20, 2023 Articles Classification
Code Code Available Crypto'Graph: Leveraging Privacy-Preserving Distributed Link Prediction for Robust Graph Learning Sep 19, 2023 Graph Learning Graph Neural Network
— Unverified Semi-supervised Domain Adaptation on Graphs with Contrastive Learning and Minimax Entropy Sep 14, 2023 Contrastive Learning Domain Adaptation
Code Code Available Bregman Graph Neural Network Sep 12, 2023 Bilevel Optimization Graph Neural Network
Code Code Available UniKG: A Benchmark and Universal Embedding for Large-Scale Knowledge Graphs Sep 11, 2023 Attribute Graph Learning
Code Code Available Force-directed graph embedding with hops distance Sep 11, 2023 Graph Embedding Link Prediction
Code Code Available Symplectic Structure-Aware Hamiltonian (Graph) Embeddings Sep 9, 2023 Node Classification Riemannian optimization
— Unverified Curve Your Attention: Mixed-Curvature Transformers for Graph Representation Learning Sep 8, 2023 Graph Reconstruction Graph Representation Learning
— Unverified Towards Unsupervised Graph Completion Learning on Graphs with Features and Structure Missing Sep 6, 2023 Node Classification Self-Supervised Learning
— Unverified End-to-End Learning on Multimodal Knowledge Graphs Sep 3, 2023 Knowledge Graphs Link Prediction
Code Code Available ConCur: Self-supervised graph representation based on contrastive learning with curriculum negative sampling Sep 1, 2023 Contrastive Learning Graph Representation Learning
Code Code Available Rank Collapse Causes Over-Smoothing and Over-Correlation in Graph Neural Networks Aug 31, 2023 Node Classification
Code Code Available Domain-adaptive Message Passing Graph Neural Network Aug 31, 2023 Domain Adaptation GRAPH DOMAIN ADAPTATION
Code Code Available Low-bit Quantization for Deep Graph Neural Networks with Smoothness-aware Message Propagation Aug 29, 2023 Graph Neural Network Node Classification
Code Code Available Over-Squashing in Graph Neural Networks: A Comprehensive survey Aug 29, 2023 Link Prediction Node Classification
— Unverified A Hybrid Membership Latent Distance Model for Unsigned and Signed Integer Weighted Networks Aug 29, 2023 Graph Representation Learning Link Prediction
Code Code Available Universal Graph Continual Learning Aug 27, 2023 Continual Learning Graph Classification
— Unverified Unveiling the Role of Message Passing in Dual-Privacy Preservation on GNNs Aug 25, 2023 Node Classification Privacy Preserving
— Unverified Cached Operator Reordering: A Unified View for Fast GNN Training Aug 23, 2023 Graph Attention Graph Classification
— Unverified Geometric instability of graph neural networks on large graphs Aug 19, 2023 Link Prediction Node Classification
Code Code Available Investigating the Interplay between Features and Structures in Graph Learning Aug 18, 2023 Graph Learning Inductive Bias
Code Code Available Disparity, Inequality, and Accuracy Tradeoffs in Graph Neural Networks for Node Classification Aug 18, 2023 Fairness Node Classification
Code Code Available 