Graph Neural Networks

Non-Euclidean Mixture Model for Social Network Embedding NeurIPS 2024 No Prejudice! Fair Federated Graph Neural Networks for Personalized Recommendation AAAI 2024 NU at WASSA 2024 Empathy and Personality Shared Task: Enhancing Personality Predictions with Knowledge Graphs; A Graphical Neural Network and LightGBM Ensemble Approach ACL 2024 Object Attribute Matters in Visual Question Answering AAAI 2024 Object Dynamics Modeling with Hierarchical Point Cloud-based Representations CVPR 2024 On dimensionality of feature vectors in MPNNs ICML 2024 Online GNN Evaluation Under Test-time Graph Distribution Shifts ICLR 2024 Online Relational Inference for Evolving Multi-agent Interacting Systems NeurIPS 2024 On provable privacy vulnerabilities of graph representations NeurIPS 2024 On the Expressive Power of Spectral Invariant Graph Neural Networks ICML 2024 On the Expressivity and Sample Complexity of Node-Individualized Graph Neural Networks NeurIPS 2024 On the Generalization of Equivariant Graph Neural Networks ICML 2024 On the hardness of learning under symmetries ICLR 2024 On the Impact of Feature Heterophily on Link Prediction with Graph Neural Networks NeurIPS 2024 On the Power of Small-size Graph Neural Networks for Linear Programming NeurIPS 2024 On the Power of the Weisfeiler-Leman Test for Graph Motif Parameters ICLR 2024 On the Scalability of GNNs for Molecular Graphs NeurIPS 2024 On the Stability of Expressive Positional Encodings for Graphs ICLR 2024 On The Temporal Domain of Differential Equation Inspired Graph Neural Networks AISTATS 2024 On the Theoretical Expressive Power and the Design Space of Higher-Order Graph Transformers AISTATS 2024 On the Topology Awareness and Generalization Performance of Graph Neural Networks ECCV 2024 On Which Nodes Does GCN Fail? Enhancing GCN From the Node Perspective ICML 2024 OpenGraph: Towards Open Graph Foundation Models EMNLP 2024 Open-Set Graph Domain Adaptation via Separate Domain Alignment AAAI 2024 Optimal and efficient text counterfactuals using Graph Neural Networks EMNLP 2024