Graph Neural Networks

Two-Stage Graph-Augmented Summarization of Scientific Documents EMNLP 2024 UDC: A Unified Neural Divide-and-Conquer Framework for Large-Scale Combinatorial Optimization Problems NeurIPS 2024 UGC: Universal Graph Coarsening NeurIPS 2024 Uncertainty-aware Graph-based Hyperspectral Image Classification ICLR 2024 Uncertainty for Active Learning on Graphs ICML 2024 Uncovering the Redundancy in Graph Self-supervised Learning Models NeurIPS 2024 Understanding Expressivity of GNN in Rule Learning ICLR 2024 Understanding Heterophily for Graph Neural Networks ICML 2024 Understanding Survey Paper Taxonomy about Large Language Models via Graph Representation Learning ACL 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 UniGAD: Unifying Multi-level Graph Anomaly Detection NeurIPS 2024 UniIF: Unified Molecule Inverse Folding NeurIPS 2024 Union Subgraph Neural Networks AAAI 2024 Unitary Convolutions for Learning on Graphs and Groups NeurIPS 2024 United We Stand, Divided We Fall: UnityGraph for Unsupervised Procedure Learning From Videos WACV 2024 Unleashing the Potential of Fractional Calculus in Graph Neural Networks with FROND ICLR 2024 Unleashing the Power of Emojis in Texts via Self-supervised Graph Pre-Training EMNLP 2024 Unraveling Clinical Insights: A Lightweight and Interpretable Approach for Multimodal and Multilingual Knowledge Integration COLING 2024 Unraveling the Impact of Heterophilic Structures on Graph Positive-Unlabeled Learning ICML 2024 UNR-Explainer: Counterfactual Explanations for Unsupervised Node Representation Learning Models ICLR 2024 Unsupervised Episode Generation for Graph Meta-learning ICML 2024 Unsupervised Neighborhood Propagation Kernel Layers for Semi-supervised Node Classification AAAI 2024 Unsupervised Parameter-free Simplicial Representation Learning with Scattering Transforms ICML 2024 Unsupervised Representation Learning of Brain Activity via Bridging Voxel Activity and Functional Connectivity ICML 2024