Graph Neural Networks

UGC: Universal Graph Coarsening NeurIPS 2024 Unified Insights: Harnessing Multi-modal Data for Phenotype Imputation via View Decoupling NeurIPS 2024 Unifying Generation and Prediction on Graphs with Latent Graph Diffusion NeurIPS 2024 Unifying Homophily and Heterophily for Spectral Graph Neural Networks via Triple Filter Ensembles NeurIPS 2024 Union Subgraph Neural Networks AAAI 2024 Unsupervised Neighborhood Propagation Kernel Layers for Semi-supervised Node Classification AAAI 2024 Using Time-Aware Graph Neural Networks to Predict Temporal Centralities in Dynamic Graphs NeurIPS 2024 WaveNet: Tackling Non-stationary Graph Signals via Graph Spectral Wavelets AAAI 2024 Weisfeiler and Lehman Go Paths: Learning Topological Features via Path Complexes AAAI 2024 What do Graph Neural Networks learn? Insights from Tropical Geometry NeurIPS 2024 What Is Missing For Graph Homophily? Disentangling Graph Homophily For Graph Neural Networks NeurIPS 2024 What Would Happen Next? Predicting Consequences from An Event Causality Graph EMNLP 2024 Why the Metric Backbone Preserves Community Structure NeurIPS 2024 A Benchmark for Semi-Inductive Link Prediction in Knowledge Graphs EMNLP 2023 A Complete Expressiveness Hierarchy for Subgraph GNNs via Subgraph Weisfeiler-Lehman Tests ICML 2023 Adapting Neural Link Predictors for Data-Efficient Complex Query Answering NeurIPS 2023 Adaptive Graph Convolutional Subspace Clustering CVPR 2023 Adversarial Weight Perturbation Improves Generalization in Graph Neural Networks AAAI 2023 A Fused Gromov-Wasserstein Framework for Unsupervised Knowledge Graph Entity Alignment ACL 2023 A Generalization of ViT/MLP-Mixer to Graphs ICML 2023 A Graph Fusion Approach for Cross-Lingual Machine Reading Comprehension AAAI 2023 All in a Row: Compressed Convolution Networks for Graphs ICML 2023 An Effective and Efficient Time-aware Entity Alignment Framework via Two-aspect Three-view Label Propagation IJCAI 2023 A Novel Table-to-Graph Generation Approach for Document-Level Joint Entity and Relation Extraction ACL 2023 A Provable Framework of Learning Graph Embeddings via Summarization AAAI 2023