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 Mixture of Weak & Strong Experts on Graphs Nov 9, 2023 Graph Neural Network Node Classification
Code Code Available 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 Rethinking Semi-Supervised Imbalanced Node Classification from Bias-Variance Decomposition Oct 28, 2023 Node Classification
Code Code Available 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 Graph Agent: Explicit Reasoning Agent for Graphs Oct 25, 2023 Graph Embedding Knowledge Graphs
— Unverified 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 Hierarchical Randomized Smoothing Oct 24, 2023 Node Classification
— Unverified 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 HetGPT: Harnessing the Power of Prompt Tuning in Pre-Trained Heterogeneous Graph Neural Networks Oct 23, 2023 Node 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 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 SplitGNN: Spectral Graph Neural Network for Fraud Detection against Heterophily Oct 21, 2023 Fraud Detection Graph Neural Network
Code Code Available Positive-Unlabeled Node Classification with Structure-aware Graph Learning Oct 20, 2023 Anomaly Detection Classification
— Unverified Pretraining Language Models with Text-Attributed Heterogeneous Graphs Oct 19, 2023 Graph Neural Network Link Prediction
Code Code Available 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 Leveraging Large Language Models for Node Generation in Few-Shot Learning on Text-Attributed Graphs Oct 15, 2023 Few-Shot Learning Graph Learning
Code Code Available 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 Tailoring Self-Attention for Graph via Rooted Subtrees Oct 8, 2023 Graph Attention Graph Learning
Code Code Available Simple GNNs with Low Rank Non-parametric Aggregators Oct 8, 2023 Benchmarking Node Classification
Code Code Available Label-free Node Classification on Graphs with Large Language Models (LLMS) Oct 7, 2023 Node Classification
Code Code Available GRAPES: Learning to Sample Graphs for Scalable Graph Neural Networks Oct 5, 2023 Graph Sampling Node Classification
Code Code Available HoloNets: Spectral Convolutions do extend to Directed Graphs Oct 3, 2023 Graph Learning Node Classification
Code Code Available DeepHGCN: Toward Deeper Hyperbolic Graph Convolutional Networks Oct 3, 2023 Computational Efficiency Link Prediction
Code Code Available Deep Insights into Noisy Pseudo Labeling on Graph Data Oct 2, 2023 Graph Learning Link Prediction
Code Code Available The Map Equation Goes Neural: Mapping Network Flows with Graph Neural Networks Oct 2, 2023 Clustering Community Detection
Code Code Available 